{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "train_df=pd.read_csv('data/train.csv')\n",
    "test_df=pd.read_csv('data/test.csv')\n",
    "\n",
    "# plt.clf()\n",
    "# plt.figure(figsize=(15,15))\n",
    "# sns.heatmap(train_df.corr(),linewidths=0.1,square=True,annot=True)\n",
    "# plt.savefig('corr')\n",
    "# plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 月份\n",
    "根据训练集的图像得出前三个月楼市并无波动，甚至有略微下降的趋势。在用XGB模型实则时发现该特征与目标值完全无关。考虑做时序特征，但时间线太短。\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "        Rental          \n",
      "          mean       std\n",
      "Time                    \n",
      "1     8.096456  6.576679\n",
      "2     7.937904  6.204733\n",
      "3     7.858724  6.223443\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 楼市总体上在三个月内没有波动\n",
    "print(train_df.loc[:,['Time','Rental']].groupby(['Time']).agg(['mean','std']))\n",
    "\n",
    "plt.clf()\n",
    "sns.boxplot(x='Time',y='Rental',data=train_df)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 小区"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                  Rental           \n",
      "                    mean        std\n",
      "Neighborhood                       \n",
      "3520          100.000000        NaN\n",
      "6505           93.887946        NaN\n",
      "6500           93.887946        NaN\n",
      "1903           81.154499        NaN\n",
      "1547           73.514431        NaN\n",
      "3896           73.514431        NaN\n",
      "6493           70.118846  12.242958\n",
      "695            69.439728        NaN\n",
      "628            66.723260        NaN\n",
      "3288           66.723260        NaN\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(train_df.loc[:,['Neighborhood','Rental']].groupby(['Neighborhood']).agg(['mean','std']).sort_values(by=('Rental','mean'),ascending=False).head(10))\n",
    "\n",
    "plt.clf()\n",
    "plt.figure(figsize=(20,5))\n",
    "plt.scatter(x=train_df.loc[:,'Neighborhood'],y=train_df.loc[:,'Rental'],alpha=0.3)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 出租房屋数\n",
    "该特征可以体现该小区的租房人数比例。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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MajOiWrZZaQU8M126rb1h46t3Yv7p/3uBIwfK9/Qv+Pd7BcCTtMJgcKy7XRUm8ijY7fesiIiIiMj9oD2HxmzwKPuNboRfsAjTdOu1imuz3Axuj+30YqMkAyBIcgomxFmvnKQZBROCfn3Yr9+Mj9Ic24SkHx9l/evjfntxSskx6YYJAO0wxi9YtPplgIrnsLwRDB0L9DbZXmtHOxp7vRtRcW06cTr0foPlbpRRcW3qnZvtb7/f8kZAZdspcIPxzSCh4jk0w7hXDuNeOUiGtjfY37V2xCfLTdbaMTMTLt0o5dS5ZWr17tDxDtpcAdCN0nu6fr/bf5gMjvVqvctb712gVg+Glh/nuZDH226/Z0VERERE7gclh8Zsulxgab3Dn15c548+uU6Ww/VWSCfMuLjW4tJqi4+vt4iSjIs32lxZv/ljdrJUoBmlFOze2+LZBlEGjtkr25ZJlIHXr3f79ZvxBcsgycDuxxfM/vVOvz2nv3qo/0Ok7Do0o5SJbT9MGkHM3KS3NZb2tsQRQDtMmC4X7jj27fHVYu8xupJjDb3fYLlYMGmECdXSzfa3329u0qMRxFt1g/G+Z9MIYny3/y/wrtMre/bQ9gb7+/mNFqYJsxMupmHgew6+Z7O4VB863kHbVwDcy/X73f7DZHCs21eBDSs/znMhj7fdfs+KiIiIiNwPSg6N2fykx5nP6zSCCN+1Oeg73GjFRElKnmZc2wi40Yr42pEqc5Mepz9f5/JahyzPefVwlXaQAjlZmnKgXCDJcjzHJE1Tio5JkuVMFx2yNGW67PTqLYM0TSkXTLIcyv14z+7Fz5YLZGl/1VCccWSqSJZlHPRd2kHKrF8gyzLWOyH1dsLrx3ubZZ9YqNIMEppBTJbnNIOYZpBwYqE6dOyD8S/OT9DoJLi2NfR+g2XXNml0Eo7N+0Pv9/rxeerthPVOODR+dsKj3k6Y8Qtkec6MX6DeTpid8Ia2N9jflWZIlsHRmdLWmHbzL/j3ewXAk7TCYHCsg6vARq0KE3lU7PZ7VkRERETkftCG1GP2ztkaH9U2+PBak3on6j0ClmbUw4RO2EvwvDDn88JTPl85PM2ltTbLG8HWHjc6rWz/Tiu7eKPN3KTH4enyVn0ziCkWLL7dT5iNeu+7Ubq1Z8hur9/v9h8mg2P904vrNIKIStHhK4enbyvD4zsX8vh7kvYSExEREZEHSxtS75PPVlosb4QsVEs8PzvBn11exzJsvjA3Qdl1mOz/2N3oPx61MFXCcyx+9etHttr4G187uh9dH2q+WtzVj5Rh8b/w8vh+rJ84PHVL8mpozIjydtv7u7nPTTOIbzk16BvPHdhZ3xZ6p88B93T9frf/MBkc64xf4OKNDs/P+lurwraXH+e5kMffbr9nRURERETGbU8rhwzD+K+BvwvkwPvA3wbmgX8BHADOAP9Znud3fdbjcVo59N+/fY5WmGydqPXZ9Rb1IML3HL4wM8FaO2KlFZBkOS8fmsS1TTpRurVyaHCly15X3uz2RKcn/V+w9zp+nVY2PjqtTEREREREZG92unLonpNDhmE8DfwxcCzP865hGP8SeBt4HfhXeZ7/C8Mw/idgMc/z37pbW49Tcui3/vA8l9Y6lFwLz7ZYbYecv9biqYrHKwsV/uDsNRzL4KV5n1aQ8slyi28dm+XlQ1WW1juc+bzOyaNTPD1V5IOrdd49t8ILcxPMVzw+XWnz06UGryz4PD/r8+lqm59evlm+2ujys+U2v/jyQV6ar9zW3ubqiteOzQ39Eb25csb37FtWptwpXkREREREREQeXjtNDu11Q2obKBqGYQMloAb8h8Dv9et/G/hre7zHI+XZ2TIvzPm4tslGEHOgXOCbX5phYbrIpbUOLxwsc2x+EjDoxClfnCsTJww9gemjWotKySZMUkzT5HorpOxZrDajXrnZK6/0y2GSUSnZnKs17+lEpyfpNCwRERERERER6bnnPYfyPL9iGMb/AFwCusC/pfcYWT3P880jhJaAp/fcy0fIiYUq1zeW+eJB/5bVN79yco4//Pg6M/1j0gH+6JPr+K5NM+ztPzR4AlO9GzFddOjEKQDtMMYvWDSj5JZyq38McjfKqLg2a51oaHvQ279ltRUO7ftaO2Jmwr3ltbvFi4iIiIiIiMij755XDhmGMQX8MvAscAgoA9/exfVvGIZx2jCM0ysrK/fajYfOfLXIa8fmKBYsVlshxYK19VjWdLlAO7yZqPE9m0YQ47u9Tap91+mVvV7Orlos0AgTSo4FQNl1aEYpfsG+pTzRP/K7WDBphAnVUmFoewDtMGG6XBja98H+jYoXERERERERkUffXh4r+xZwIc/zlTzPY+BfAX8RqPYfMwNYAK4MuzjP87fyPD+Z5/nJ2dnZPXTj4TNfLfLt4/P86teP8O3j81v79ZxYqNIMEppBTJbnzE541NsJM35h6wSmejthdsIjy3NenJ+g0UlwbYssyzg44dIO0l58lnHQ75Vn+2XXNml0Eo7N+0PbawYxzSDhxEJ1aL8H+zcqXkREREREREQefXvZkPrrwD8BXqX3WNk/BU4D3wT+920bUv80z/P/8W5tPU4bUo+y2xOYdFqZiIiIiIiIiNyL+35aWf8mvwl8B0iAP6N3rP3T9I6yn+6/9jfzPL/rpjVPUnJIRERERERERORB2Gly6J43pAbI8/w3gN8YePkz4Gt7aVduGrWSZ9RKJK38EREREREREZG72etR9nIf1epdTp1bphulzEy4dKOUU+eWqdW7Q+uv1ru89d4FavVgaLyIiIiIiIiIyCAlhx5ii0t1fM/G9xxMw8D3HHzPZnGpPrR+tRlRLdustIKh8SIiIiIiIiIig5QceoittSPK7q1P/pVdm7V2NLS+GcZUPIdmkAyNFxEREREREREZpOTQQ2y6XKAdJre81g4TpsuFofW+69AIYnzPHhovIiIiIiIiIjJIyaGH2ImFKs0goRnEZHlOM4hpBgknFqpD62f8AvV2wuyENzReRERERERERGSQkkMPsflqkdeOzVEsWKy2QooFi9eOzW2dPjZYf6ha5I1vPst81RsaLyIiIiIiIiIyaE9H2cv9N18t3jW5M6z+xP3ulIiIiIiIiIg8NrRySERERERERETkCaaVQ/dBrd5lcanOWjtiulxgftKjthGw1o44d2WdM5caNIOYA2WXLy/4XN2IWW4GzPkeXzpY4uPrna3ypGvwk4sNGkHvJLJXj1TYCPOt+lePVFjtJCxvBMxNenztyBRxzta9HQN+fHH9jvXb+zZdLnBioXrLSqTBsQzW73YuRrV/v/sjIuO328/lXuNHfU/s9n7j/l7R95SIiIiIPGqMPM/3uw+cPHkyP3369H53Yyxq9S6nzi3jezZl1+bKepfTn6/z1aNVLqw0+TeL1yhYBrOTLjeaITc6Mc9Mebw4N8lnN9pcvNHl8AGPLxyY4P0r61xtxEx4FgdKDqvtkHaYs1D1ePnQJEv1LhfXupxYmOSVp6vUGgGfLLf41rFZXj5U5YOrdd49t8ILcxPMV7zb6rf3bWGqRDtMaAbJ1j5Fg2MZrN/tXIxqf2m9w5nP65w8OsXTU8Wx90dExm+3n8u9xo/63trt/cb9vaLvKRERERF5mBiGcSbP85Oj4vRY2ZgtLtXxPRvfczANg5VWQLVss9qMeO9nNygWLCY8hzDOCdMc2zS40Y4xLYt6J6FgG9Q7CaZlcaOTYBqQZDmWZZFmBqYBK+0I07JoRylFx+TyeoBpmoRJSqVk81GthWkYfFRrUSnZhEk6tH5730zDwPccfM9mcak+dCyD9budi1HtrzYjqmWblVZwX/ojIuO328/lXuNHfW/t9n7j/l7R95SIiIiIPIqUHBqztXZE2b35tF4zSKh4Ds0wphXGFB0T0zCIs4wwzSiYECe91VtBkuBZBkGcARClObbZSw4BJFmGbUKc9uq7SUrJMelECQCdOKXi2tS7EQD1bkTFtenE6dD67X3bVHZt1trR0LEM1u92Lka13wx7j841g+S+9EdExm+3n8u9xo/63trt/cb9vaLvKRERERF5FCk5NGbT5QJL6x3+9OI6f/TJda43Q642uviuw4Tr0AoSmkFMJ0wxcgjSHMc2APBsmyDN8Zze21KwDJIMbLNXb5smSQaO1asv2hadOKNU6P0QKTkWjTChWiwAUC0WaIQJJccaWu97No0gxnedrf63w4TpcmFrLO3wZqJmsH4nc3G36wfrfdfp9cezdxS/2/6IyPjt9nO51/hR31u7vd+4v1f0PSUiIiIijyIlh8ZsftLjzOd1GkGE79qUHIvFy3V++NkKcRxzox2z2opoBRFRkhGlUPUcsjSlWrKJkpxqySZLUw6UbLK8lxxK0xTLzMlymC0XyNKUcsGiG2c8M+WRZRmubdHoJLw4P0GW57w4P0Gjk+Da1tD62QmPejthxi+Q5TnNIKYZJJxYqAJwYqFKs5/MGlY/yqjrB+tn/AL1dsLshHdf+iMi47fbz+Ve40d9b+32fuP+XtH3lIiIiIg8irQh9Zi9c7ZGrR6w0gpoBgmdMOanVzawDYNunHB5PSDPwbZ6K4AcMmYnS5Q8W6eV6bQykUeSTivb2/hERERERO6XnW5IreTQmP3Ojy4yM+FiGr1Hwf63M5fpRgmmYXJ+pYVBjoGBbRm8NF+hGUTkwD/7O9/Y346LiIiIiIiIyGNlp8khe1SA7M7mfhO+19sPo96J8As2jmOSZhmuZWGa0O1vEl0wTTa2bay6eGmdt8/Wtlb6PD9T4vxq547lwZVA+hdqEREREREREdkN7Tk0ZoP7TZQKvc1TD/oeU6UCYZISxhmebRIlGY0g5osHJ4BeYuit9y7QChMOVYp8fqPDm+9+yoXVFocqRS6stnjz3U/5/EaHQ5UiyxsBb757no+vbTAz4dKNUk6dW6ZW7+7zLIiIiIiIiIjIo0LJoTGbrxY5sVDho2sbvP3+VaqejWMaJFnGsad8yCFMUqpFhzBJ8F2HXzl5GIC3z9aolm2mSi6maXK9GVL2LFaaEaZpstKMKHsW15shpmkSJhmVks25WhPTMPA9B9+zWVyq7/MsiIiIiIiIiMijQo+VjVlvI9IGLz41yVePTNMOEz6qbdAKY5I85xvPTZOTg2EwN+nx+vF5ThyeAmB5I+BQ5eYjYe0wxi9YtPrHIrfCBL9g0e4/htaNMiquzVon2rqm7NqstsIHOGIREREREREReZQpOTRmi0t1fM/e2nPI9xxenJ+kWLD49vH5u147N+nRCGKmSi4AZdehGcT4bu9tmnBtmtv2MyoWTBrdmGqpsNVGO0yYLhdub1xEREREREREZAg9VjZma+2Isntrzq3s2qy1oztccdPrx+eptxPWOyFZlnHQd2kHKbN+gSzLmPULtIOUg75LlmW4tkmjk3Bs3ifLc5pBTDNIOLFQvV/DExEREREREZHHjFYOjdngaWWw89U8Jw5P8cY3e3sPXW10OXqgxLe+NMP51Q5XG12enZngtRcPbpXnJj3+yivzxDmstkKmywW+8dwBnVYmIiIiIiIiIjum5NCYnViocurcMtBbMdQOE5pBwjeeO7Cz6w9Pbe1BdC9q9S7vnK1tHW0/P+lR2wjuWD6xUFUySUREREREROQJpuTQmM1Xi7x2bI7FpfoDX81Tq3c5dW4Z37OZmXBZWu/w+39e4+TRKZ6eKt5WbocJp84t89qxOSWI5KHT29y9rkSniIiIiIjIfWbkeb7ffeDkyZP56dOn97sbY/P3/+ADfvf0FdphQtm1+fkvTnNgssTyRgB5joFBbvQ2oJ4p2fzkYoPlZsCc7/GlgyU+vt7ZKsdxxOnLG3TjjKJjcrhSYLmdbrX9tSOTJLnFcjOAHGZKNqtBykYnIgMOFG0yTFzHJEgy4iRhZSMiJWfSdZh0Ta5uRCRZRsVz+Ks/9xQvPzO99YO72Qk59eHKVn9ePVJhtZOwvBHcdtoawOKldd4+W9uqf36mxPnVzlY5DCP+8JMbNIKYiufw3AGPz24EW+W//MIBXLdwx/a//0GN751e2nF/BuNfe2kWv+Q+sATDXhMco67fHj8Yu5e2dtLe/bQ90Vl2bZbWO5z5vH5LovOPP1llxncp2CaOZTBdKvDXTz7iMDzgAAAgAElEQVTzQPv4IOdn3O/vOA1+7gc/h+OOH/ze/M7JBX7h5Ttv+P+gE437+dkREREREdnOMIwzeZ6fHBVnffe7330A3bm7t95667tvvPHGfndjLP7+H3zAP/qTS2BA2TFphynvX23RCSJmfY8fX6zz6WqbPM+5sNLm//7gOq0wwjFNLt5o8975G7TDmIJl8sHVdT5eCUjSHNuETpyz0k7oxBnTRZtmkPDh9S7dKOKLsz6fLG/w0fU2Rg6zvsvyRpel9YA8g+dmynxc2+DyWkBOzoGyy0orYKkREScZc75LM0r54YU6SZLw5SPT/OjCKv/sh0vYlsFTvstSvcOpj1ZxDIMvzE7QDBP+5PwaC1WPpypFFi+t89Z7FzBNmJ1wuXCjw//x5zUKtsGR6TI//myVUx+vkpMzVXS43gz42WpAlCTMTrjUu71EWJJmHJuv3Nb+9z+o8ea753vtlws3+2MO789g/Eo75NS5FcoFkxfmJrlS7/J/Ll5j0nN4quLRiVI+rDU56Lu37Bl1rzYTHKZhUC0VuFoP+P3FGr5n81SleFt58P6D19+tv60guSV2L20Nix/33IzyJ+dXMQ0D33MwDINPr7cxzJw0zzlULfHnl+pcbXTJ85ynp0qkGVxrBkRJyisPYEP2Bz0/o+632/d3nAY/94Ofw3HHf3h1g3/902sYRs5CtUgzSvjBx6s85Rd47qA/cu52+zncrf3+7IiIiIiIbPebv/mbte9+97tvjYrTaWVj9runr1CwDcoFG8uywDAwDfjsRpdPltukWYbnWGx0U65tBMRpRifMKRZsNoKELINGkFAs2DT7B5zlgGUat9zHsixywABWWjGmZRGkObZp0IlTTNMkzw0s06AdJximSTNKMA0wDAPLNAmS3qqxrN+eY5oUbIMffr6OaRicudig7FkAmJZFp7966dJ6F9M0mSq5VMs2b5+tAb2NtKtlm6mSi2maXG+GlD2LlWaEaZqcX+lgmwZgYFkWYdobS5RujsfENnuJgGHtf+/0EpVSv/1t/bl4h/4MxhsYlD2L05fqmIbBajOiWrZZaQVbiQjfs1lcqo/l78LiUh3fs/E9B9MwWGkFVMs2q81oaHnw/oPX362/g7F7aWtY/LjnZpTBU/+aYW9lWTNIALi43qHiOSR5jmEYFAsWFc/h7NWNB9K/Bz0/435/x2nwcz/4ORx3/KX1LkXHpBNnmJbFVMmlUrL53umlodfv9XO4W/v92RERERERuRdKDo1ZO0zwrJuJnDQH24Q4y7nRDnEtE9e2CNKEbpzhWAZhmmEYBnGW9WLT3g/eTTncUt6U5GAZkGb9uH45jDPyPCfNMkwgzfJ+Occ0IM1z8rx3ndG/rtdejmcZdKNe1majG+EXLMK0Vw7ilJJj0o6SrT5UPKf3uBywvBFQueWUthi/YNEKe/FhklIwIe53OMt7908375/lFEwINwc02H4zoLItYbDZn254h/4MxIdpil+w2Oj0sm6DCQfobSK+1o5um+t7cVuCI0h69wvjoeXB+49KkGyPH4zdS1vD4gfr77fNU/82+a5DI4jxvV6fjByiLKPkWDcvMnIe1FOyD3p+xv3+jtPg5x5u/RyOO74dJZQckyBOb17v2r1Ha4fY6+dwt/b7syMiIiIici+UHBqzsmsTpDd/oVoGJBk4poFtGWQ5JGmGZ9vYpkGeg2n04k2jV28NJIJuTwv12EYvsWL138VSwQbDoGAbhElGqWBTcExKrk0nSik6FrYJnm0RZxmWsZl4gkYnJk4y2nFKsdD7wT1ZLNCMUlyrV/ac3mqdcuHmD59GEDM36QG9PZQawfYfWA7NKGWi/0PJtS2iDJx+h83+/TdzabZpEGXgWubw9n2PxraEwWZ/iu4d+jMQ71oWzShlslQAbk84QC+5N10u3GHGd+e2BIdn9+7nOkPLg/cflSDZHj8Yu5e2hsUP1t9vJxaqNIOEZhCT5TkzfoF6O2F2wiPLc+YmXRqdhMligTzP6cYJ9U7CK09XHkj/HvT8jPv9HafBzz3c+jkcd3y5YNOJeyswt64PE+b84dfv9XO4W/v92RERERERuRdKDo3Zf3ryaaIkpx0lpGkKeU6Ww3MHihyadOnEKd0oYc4vUC06RFmOY5pkWYZnG6Q5FAtm7/Gz/m+fHMiy7Jb7pGnaW/UDzE44ZGlKpWiRZvBUxeOZqsesXyDLDV6a8zk27/PinE+GSdm1OFByKLu9rIwFGGQkWUaY5Jw45JPlOV89UqEd9P51Pkv7q3TijMNTRbIsY70TUm8nvH68txHs68fnqbcT1jshWZZx0HdpB2mvH1nG87MlkiwHctI0xe2Pr2BtjicjyXK+cLA8tP3vnFyg0em3v60/R+7Qn8H4nJx2kHLycHVowqEZxDSDhBNj2rNmMMExO+FRbyfM+IWh5cH7j0qQbI8fjN1LW8Pixz03o2ye+lcsWKy2Qg5Vi7zxzWeZr3qstkK+fLjKN56bpuiYNLoRWZbz7GyZn//SwQfSvwc9P+N+f8dp8HM/+Dkcd/zhqSLdOKPkmGRpynonpNFJ+M7JhaHX7/VzuFv7/dkREREREbkXOq3sPrjTaWUXVjtcXe9QcExsy8Q2YLUZgmkQxRkF2yRJUmzHIkoyCqbBjVZAM8yIM3AtmCradJOcMMluO61s2Glng6d5FYyc986vcaMdYhkGFc+ithHRiVNKjsWXFyo8O+dz5EBZp5WNgU4ru3/2u386rewmnVZ29/s9bJ8dEREREXly7PS0MiWHHrDd/ki5nz/wfudHF5mZcDG3PcaW5TmrrZBf/fqRsdxDRERERERERPbHTpND9qgAGa/5avG25M6JgZi7lWv1Lu+crY1l9cB0ucCV9S4rrYBmkOB7NmsbAR8ut/jeTy4NXZnztSNTxDkPzb+IP+jVMA96BYKIiIiIiIjI/aY9hx4htXqXU+eW6UYpMxMu3Sjl1LllavXu0PpaPeCt9y5wtd4dGj8/6XH683Ua3RjftTl7pcHb566T5hmHJj2uNjr8wx9c4MOrGxyqFFneCHjz3fN8VNsY2t5+z8fVepe33rtArR7saH522/9R8zvq/iIiIiIiIiIPIyWHHiGLS3V8z8b3HEzDwPccfM9mcak+tH6lFVAt26w2o6HxtY2Arx6tUvEKNMOEi2sdpkoOBdvGtCw6UUbRMblU72KaJlGcUynZfHitObS9/Z6P1WZEtWyz0gp2ND+77f+o+R11fxEREREREZGHkR4re4SstSNmJtxbXiu7NqutcGh9M0ioeA7NML5j/MJUicPTZQD++GcrVEsOUdI7Ga2b9E4E2zyWuZMkVFybtU40tL1x2M1jYreNN4wxDYOzVza2HpM7PF2mG6dD43fb/1Hz2wx7m2o3g5vHWI97fkRERERERETGTcmhfTZqD5ztp/R0wpRnpou4tk0zjPFdhxm/wKFtewi1wwTfcwDwPZtGN6biFbbaa4cJ0+XC0PjJUm8F0WS/XLQt2mFCye39NSnZNvUgoloa3t445uLUuWV8z2ZmwmVpvcPv/3mNk0eneHqqSDtMOHVumdeOzTFfLd7WfwODc7UGlaLDpOcQJCk/vrDGq0enho53t/0fNb++69AIIirFe2tfxuthPt3rXvorIiIiIiJyv+ixsn00ag+cxUvrvPXeBVphwqFKEYyct99f5tOVFr5r0wgiznxeZ37SA+DEQpVmkNAMYrI8Z3bCo95OmPELZHlOM4hpBgknFqpD4189XKUdpEBOlqaUCibdOONwtUiWZRQcg0Yn4aWn/KHt7dVuHxMb7H83ionTnNnN1T25Qe8gtnxo/G77P2p+Z/wC9XbC7IR3X+ZHdm7c+3Ptd39FRERERETuJyWH9tGoPXDePlujWraZKrmYpollmsxXXZY3ApphQqXocPLoFLWNAOidhPbasTmKBYvVVsh81eONbz7LoWqR1VZIsWBtrboZFn/y2QP82re+wEzZ5epGwKFKif/y55/lpUOTXG10mZv0+LVvPc+L85ND29urtXZE2b25mO1Oj2mttaOh/S84Fr90fI7psstGEOPaJq8enSLHGBq/2/6Pmt9D1SJvfPNZ5qvefZkf2blx78+13/0VERERERG5n/RY2T4atQfO8kbQWzHU140y5iZc1roxf+mFgwBkeX7Lnjbz1eJtyYgTd+nDsPi/8bWj9zCavbvtsa0dPKa1vf/vnK3RjVKeP3gzvhnEFAvW0Ph7sZP5vdt8y4Mx7v259ru/IiIiIiIi95OR5/m9X2wYVeAfA8fpPbvzXwAfA98DjgKfA7+S5/n63do5efJkfvr06Xvux8Nm+z5Bc5MeYRjxh5/coBHEuJbJszNlnqoW6YQpaZLw6Y0uG2HMpOswUTC41oxJsow0yykYGe3EIE5zTAPyDDbX0VgGTHkGYWaQpDll1+aV+TJr3Ywb7ZADZZfposn7tTbtMLmn+v/4lTmemfG39kFxDPjxxfWtsb1+fJ4Th6d2PBeD8d//oMb3Ti+x3AyoFB0KBqQYtOMU2wByeO3l+a09h3786SpXNgIa3Zg53+O1l2bxSy5r7QgD+Omlda41Q9pxStmxeKri8XMLFXKMofvKDJZHje8f/eAT/vmPLtMIequa/vILB3DdwlZ8wch57/za1vx9cbbIz1a6W+UvL/hc3YhZbgbM+R6vHqmw2km2rv/akSninB31b8K1ebpapFIq7GhsT9IeNu+crVGrB6y0gq3NyV3bpBOlHDlQ5uKNNkXHIkpymmHM9WZI0TE5VCnxlSO99/vyWodrG12OHCjvaD73ssfRxRtt5ia9rc3h4WZi89vH5x/cxN2j3e6XtNf4vf7dHmxvt99ru23/SfrsiYiIiMjDxTCMM3menxwZt8fk0G8D/y7P839sGEYBKAH/HbCW5/nfMwzj14GpPM//27u18zglhzb3CaqWbSqeww8/XeGnV5tMuBaeZbDWTchzePVIlW6S8f6VDSYKJlOlArV6QJBB2TE46LtcXgu2EkGeBUF68z79vMmWg2Wb9W5CnEHFM3huxuf89Q2aEbgWVDybRpAQpuAX4PmDk1xYbVEPMhwDpko2652EOIeqZ/LszARrnYj1TsJ/dHyOv/zSU3xYa/BvP7jOF+fKHKoUaQQx9XbCG998dugPqcG5GIz//gc13nz3PJWSTcW1ubTe4eKNDoeni8z6HlkOWQ7/wfPTVEoul2+0+H8+WuWAX6Di2lxvRVytB/zSKwf5xnOzfHC1zjvvL1Mt2XiORRCn1Dsx337lKV4+VGVpvcOZz+tbG1wPlkeN7x/94BP+4Q8uUHRMSo7JejehFSa8PD/BX3z+IGcu3mBxqcmBcoGDfoGl9Q432glTRYvDB8pcrXe50Yl5ZsrjxblJLq13uLwe8OWFCi8/XeFqo8vPltv84ssHeWm+wpX1Lqc/X+erR6ssTJU4d7XBqXO9/vmezYe1JnGa80vHn8K1rVtiB8fWDhOaQfLEPOY2+Hdvc25fO3aQY4cqfHC1zrvnVnhhboL5iketEfDJcotvHZvl5UPV2+Z+1Hxu30y97Noj6wfbG7zfo/R+jRr7uOP3OleD7W3/XO3ke23c8yEiIiIicj/tNDl0z3sOGYZRAb4J/M8AeZ5HeZ7XgV8Gfrsf9tvAX7vXezyKBvcJOr/SwTYNwCBIwbMtHMvg7NUmV9YDXNskxyTFIMp6SZ84A8uyyLa1m/d2Vt5iDrxzlmWxmedrBTmWZdHfmoc079Wn/fp21Cs3g94dMm69XzPIsCwL27QoOib/32drmIbBuVqTSskmTDJM02Sq5FIt27x9trajuRiM/97pJSqlfr1l0Ykzyq5NN855ZWGKE89McXSmRL2b8KtfP8KnKx0O+IWteICyZ3HmYgPTMPio1uKAX+DAhMsrC1McmHA54Lt8VGsN3eB6sDxqfP/8R5cpOia+52D172+bBhdWu5imyWerXQq2QZJtzn+GaUAn6ZWDNMc2DW60463xFh2TS+u968Mko1KyOVdrDt0H58Nrvf5Fcc6NZtzrX9Hhzy7Xb4sdtZn34662EfDVo1UqXu8Evm6U8cW5MlGaYRoGcQJfnCvTiVOaYcJ81eMXXz5IEGestkKubXT56tEqh6fLO5rP3e5xNNjeM9MlTh6dYnkjeOT2q9rtfkl7jd/r/lCD7W3/XO3ke23c8yEiIiIi8jDYy55DzwIrwP9iGMYJ4AzwXwFzeZ5v/r/qa8DcsIsNw3gDeAPg8OHDe+jGw2Vwn6AwSXEtgzjtpV4c08CxTII4JSen7JjEORz0PZbWulgGZFkvi7M9OTRdKlDbuLn/iG0apNmtq76yvJdc2lxglNErZ/2G0n7yabPdtF+/mVTKB66Ps4ySY7LR34el3omYLjp0o5s921yVsZO5GIxfbgYc6p+0BhDEKSXHpB0lO4oP0xS/YFHv9rJg9W6vf524N4JOnFJxbdb69YMbXA+WR42vEcRMbdv/KM4yCiaESdbvf0LRNonS3v3jNMc22Xrvo6QXHyf50PF2o6zX306/vwP74Gz2r5P04kuOjW1arHUimoF7S+ydNvN+UvawWWtHLEyVth7T+qNPruO79i3v/aFKkWaY3LZ/169+/Qi/86OLt+5JNGI+d73H0ZD2np4q4jomv/r1I+Ocivtut/sl7TV+r/tDDbY3+LmCu3+v7bb93fZPRERERGQ/7OW0Mhv4CvBbeZ5/GWgDv749IO89szb0ubU8z9/K8/xknucnZ2dn99CNh8vcpEcjuPmjxbUtogwcy8SxTLK8lyxwbYuiYxOkOYX+KhTL7K3yMc3eKqHNN2enb5Jp9CZ7c/tlk155c5WRZfbL/XqrX7+5KMkYuN4xTTpxhu/2EiLVUoFGmFAs3OxRI4iZ25awudtcDMbP+R6N8OYPMs/prx4q2DuKdy2LZpQyWextUF0t9vpXcnojKDkWjTCh2q/vbXAd43v20PKo8VU8h058M3HkmCZRBq5t9vt/6/vpWAZJ/70HKNi9eMc2ho63WDB7/S31++vZvf4NzH/JtinZNnGa04lSqqXCbbGDY4PbN/N+nG1ubr5p1HsPt87PqOtHxe+1vUfJqLGPO37w7/qo60e1t/1ztelu32u7bX+3/RMRERER2Q97SQ4tAUt5nv+oX/49esmiZcMw5gH6/72+ty4+Wl4/Ps+1Rsji5XXeX1pnquQQJb0cmWdBkKTEac7xQz5fmC0RJTmWmZOmKWXHJAdcyyBNUzYP2bIMSNOU7Q+WpemtObc0TbeSPBNe7/rN3yKb11v9+nKhV/a93ttv9q/f/MvgeyZpmpJkKd044997bposzzk279PoJLi2SZZlrHdC6u2E1++wYe7rx+eptxPWO+HQ+O+cXKDR6denvVU03Tjj8FRxR/EA7SDlq0cqZHnOi/MT/f5ZZFkvAdfoJLw4P0GW58z4BerthNkJb2h51Pj+5tefoRtnNIOYtH//JMt5dqbX3+dmikRJ79Gx3vz3koElu1f2rN4jZwfKztDxurZJo5NwbN4ny3NmJzzq7YQZv0CW57z0VK9/BcfggO/0+teN+fIz1dtiB8fWDGKaQcKJhequ/04/ik4sVGkGCc0g3tF7Pzg/o64fFb/X9h4lJxaqLK11+JPzK/zg4+v8yfkVltY6dxzLiYUqS/VuP365F1/v3j1+W/urzYjPV9qsNLs7un5Ye9vfi+2fq518r+22/Uf5vRURERGRJ8deN6T+d8DfzfP8Y8MwvgtsHrVzY9uG1NN5nv83d2vncdqQulbv8g++/wnvLzVoRQkTBZt2EHK9lRCmGUYGvmdR8mwOlF2erjh8UGtvnX51aNLhZ6vB1ulhhysOlxrxVnnCzrnS7G087ZjwtG/TSox7Po3sYTqtbNjpXaPit59WNqx/o07/0mllj69RJ1zt9vSx+3la2aP8/tTqXX7vT5dYa4XEaYZjmUxPuPz1ryzccYPp3zt9mbVORJzmOJbBdKnAXz/5zJ3jt7UfJRlX1rocmvJwHXvk9Xfqs04rExEREZEnwYM6rewv0DvKvgB8BvxtegtR/iVwGLhI7yj7tbu18zglh373Rxf5yefrTJUdPNvi4o0Wf3a5wULV4+lqkdMX18lzg68/O0WS57ecoPQon1gkIk+md87W6EYpvnfzMa9mEFMsWHx7yOqbvcb/6aU1Gt2YilfgK0emRl4vIiIiIvIk22lyaC8bUpPn+Z8Dw27yC3tp91H2/pUG1ZJN0elN7ZV6wIRr0QpTLtzoMOkVyI2cT290mPc9KiWbD681Of509ZZTeA5Pl7d+DC0u1ZUcEpGH0qO2IbWIiIiIiNxuT8khuZ1hQKubUGsEdKOMWiOg4llgQCtMMPKMRpDSiVJWmwGHKh71badTmQZ8cLVBM+xtuDpZtLi83t3xY1OD9c/PlDi/2tlx/KjHmnb7eMRuH+0Z9XjHfj+usddHlUQeN5sbMG9fCbSTDabvNd737K2VQzu5XkRERERERtvLhtQyxELV4+PrLTphRtExsU2D1XbMpGtBnnGtGROmKUXHhNzg/EqbvH+gmwF8WGtimyaTnsONVsgfnF0mTjJmJlw+qm3w5rvnt46IX94IePPd83xU22BmwuXja7fWf36jw5vvfsqF1dYt8R9f29hRe7V6wFvvXeBqvcvMhEs3Sjl1bplafWdHPNfqXU6dW6YbpUPbGyx/WGvw5rvnub4RcqhSpBUmvPXeBRYvrQ9tb7f92atR47la7/LWexeo1YN96987Z2v8zo8u8s7Z2q7vO+r6wfrFS+t7up88Hna7AfNe4wc3X9eGzyIiIiIie6fk0JhVSy6HKh62Bd045alJF8c0yHKDHIM0y0jT3r+GF12TNMtJk5wszwni3klmM37vX8hX2yGOZeA5FqZh8OG1JpWSTRTnmKZJFOdbj6WZhsG5Wq8+TDJM0+R6M6TsWaw0I0zTJEwyKiWbc7Xmjtrb/pibaRj4noPv2Swu1Xc0F4tLdXzPxvecoe0Nlj+qtfr9TzFNk6mSS7Vs8/bZ2tD2dtufvRo1ntVmRLVss9IKHnj/9po4G3X9YP1+J8Lk4TFfLfLasTmKBYvVVkixYN11n7S9xs9XPd745rMcqhZ3dL2IiIiIiIymx8rGLAf+0pcOcmmtTTNI8D2bb+Q5i1c3COKU+UkXyzTJgLLr8O8/V2alHbHaCnFsk186/hQbQcxGEJOkOS/NT7K5ZXi9EzFddOgkCQCdJKHi2qz1H0vbrO/+/+y9e5Bc2XnY9zv33d3T0z0vDIAdPPZN7i53TRHikk4kUTbpyGtZfzhRqMi0k6qUtyopO3Gx4krZ+WdVKUdlp4p25EpStaq4oniLJRYdO7KktSxyJZKipAWJ5Wq1AJaLBRcYYIDBDObRPd19+77OOfnj9vT03GmgZzCDF/f8qnaB0+ec737nnHt7cL/5HokCoBOnVD2bdpyP7yZq6Phbydtvbo9RuUKK7Ua3p08q+3Nqgcv1ZneovL3qs19GrifOK5i1ouye6zdouAL2nK9q1Pxi/6Ah7Nhk2eTH+ohzpF7a07kfxPgXdj3bYDAYDAaDwWAwjMIYhw6YyYpHN5H8xPHJ/metKOW5YxO8fWWddpwxUd4yMKyHMcemKvzyiyd6oTkRkBsbAs9muZUbFr59YZkoUyy1Yw5X85eksuNwo9VF6q3+K+shnmNz9lqTRGriNGGykl+v5Fk0uyn1cp6bo172aEYp9V7ujrLj0IiSfv9+c3uMyhVSDRyuN7p0E5XrnyqWZMzh8aAvoxmlzPbae81VctCMXI/v0owSaqV7r99+DWej5u8wjN1HQ5jBYDAYDAaDwWAwGA4WYxw6YF6Yq/ON80tA/rK8WY7+M49NcWQ84NXvXAJyj5hmlNLoZPznnzoGwJHxgN/+s0XqFYda4LK00eXdhRbPz9Wo+g6Hqz5/vpDnA1JKkWnFYiPm+blxqr5DPXB4+2qHYxMBJUdQ9R3mV0OOT5ZQSuE7Fs0w48VHJ1Fa8/HDVb5xfplD1Vye5wqaaxmfPjnZz+0xv9Ll8ZkxlNbb1nIne1GU59kWHyx1eHK2QtV3mB33eXdhg5ne+or7c7u9vReMWs901WN+NeSJmeod7dd+2K/hbNT8HYaxXRjCRiUPP+jk4u9cWef1s4u3TGZ+0OOLydtN8nGDwWAwGAwGg8HwsCK01qNH3WVOnTqlz5w5c7/VODBu99J7uxfS3zu7yPVGl5VWQitOWd6I0SiEsDhU9an6LnGWcXWtS9m3CWPJ8ckSnmvTijKWWzFRnNGIMwLHol72mCw5rHZSyr79wFUrm1/tUPZs4kz1Q/CSRHJlvdvX11Qr271e3zi/RDVwthnOdpuLZdT8Yv/CeshblxucOjnBIxOlkeP32r9X3rmyzqvfudQ3rG4aFl/+6UeHGnz2O/56s8sHSx2+8Mwhnjla27f+BoPBYDAYDAaDwXA3EEK8pbU+NXKcMQ49OHz19DzTYz6WEEAeKlb1HVpxxs88dQgApTUr7ZhffvHEnsc/aBT1hwdb3wed/RrO9urpcztD2O+dXaSbyG2eSK0opeTZ/NxzR0b275Vfff380JDNMd/hH770zIGP/3C5TSNKqAYuv9jzbNuP/gaDwWAwGAwGg8FwN9itcciEld0F3ji3yNfOLLDUipitBhwdd3l7ocVqJyZJM1Il0GhqgctUyeKD1YhuqnAsODLmoCyXdpwiELhC0U41/+YHC5Rcm6oLK13J//zb53BswUzZoZVowlRiCyi7FmGq+H9/sEDFtUGmrEbwj/7tWVwLnpoOcFyP1U7MVMXnkZrLucUOzSjPIfMLzx/m2WOT/Rf+Vhjzjfdu9tfyhY/PUC37d2xAKHoO3WxF2zyHfMciTCRfPT1/R544o0J/9uopNapd3J/Bs56q+Hxyrsr1jbTf/5MnaqyE2YFcX6Ch9//NvdmPYWJUkuC9JAXeaw6jYv9eWdqIOFrbrttgMvODHhvQ+9YAACAASURBVF9M3r5f/R929hqiV/yO/OKpOf7ys7e+d4vyp8sO359v7nr+1793mddOX73lc/n0oTLvL4e7lnfQ+2EwGAwGg8FgMNxv7FdeeeV+68Crr776yssvv3y/1TgQ3ji3yFe+eRHLgpmKx8XlNn/0ozWkUmipWOpIokxRcS3WwpSFjZRUasZcQZjCeqTodjNmqh4rrYRmotFKMx7YrHYy1iOFVppayaEdSVa7kihV1AObRlfSShRSaWqBzc1ORpjlFdQcAZmGm52M9VbMyekKl1fbvLsYIpVkquLRSiRvXmogs4xPnpjk9KUV/tWbCzi24HDV52Yn5hvnbzLmWTw5O06YSN5bbOUhb4HbDxWyhKBe9rjeiPjtdxapBg6HayWuNbr8zjs3GA9cDtcC1sNcnu9YTFU8rje7fP9Sg6cPVzkxVdkxv3i9IpuhP5YFM2M+NzYifvfdJWolhxNTFX54Y4PXTl/Fdy2O1kr9/nrZGXq9or7F/u9fWuX/efMqtg1HqgEXlpp898N1NJrZasBiK+L05QaZlDw6VeF6s8vvv3cTW8ATM9WR17+dPp4jODPf4FojYm6ijNbcdm/uNdcaXcJE4jt2/7N2nDFecnniUHVk/155+8o6rTij5G7Zuxvd3KD2U0/OHPj4djejGafUSh7PHq3tW/+HmeJz14oz/vjiGnP1gMO1ncbG4ndkK8n41vsrHK56PDZk74ry37u+wW/9+Q2E0MzVSyPnf/17l/nKN38EFkyUXG60It683CDNMh6bHuPyWoc/eH8VpSUnJisj5R30fhgMBoPBYDAYDHeTX/mVX1l85ZVXXh01zroXynyU+NqZBWplh4myj2XbrHQSHEsQZ5q1boYtwLGglSjiXsV2Ddi2zWZwVQJIBLIX8acFKGGhev1S5+M3+xV5/2aAoNJ5exDb3grdSnrX6yQKASQybzuWhecI/vTyOpYQvDXfpBLkL++WbQOCSmDz/SsNLCGoBi7VwOGdhQawvRy6JQQ32xH1isNKK8ESYlv5c0sI0gyenK0QppJWnNFNFE/OVkikGjq/eL0ir5/Nk3lPlH0syyJJNbWyw3s3WlhCcH6xRa3sEGcKy7KIM0Wt7HB+sbUrfYv937/S6O2PwLJt1sIMxxJ0U4Vt20SpwrEEa2GKZdt0EknJtbi6Hu3q+rfT58pql3rJY6LicmWtM3Jv7jUvzNVpRRmtKEVpTStKaUUZL8zVd9W/V1567giNTsZ6GKOUYj2MaXQyXrqFJ9V+x3uuoBlmfPxw9UD0f5gpPncTZZ96xeH1s4tDxxe/IyfKPrWyw9fOLOxK/pX1LqWeh+Ru5r92+iqVwKZe8rY/l90My7ZphCmeI2hGclfyDno/DAaDwWAwGAyGBwFjHDpglloRNX/LGyHOJJ4FiVRkKt9wSwik2pnrafCTQ9Wg7/GjNdQHqkLpIeM3+0Xv88Hxt0JqsAVkPV2k1gS2oJvkVquNbkLVs4ll3k4yRdWz2SiE0qx18vZaJ6EysPZWlOXlzuM0bxfKn7filKO1EoeqPj/z1CEOjfscrZW2+gvzi9crsrQRURvwmtkM/Wn09G2ECTXfoZvkZrZuorb1j9S30L8R5vuTZLm8KFN4FqQyb6dSYQvoJJL5tTbrYYJrC8Ik61/ftQUfrrT59oVlzl7bwBJi6/q30acVpwSuReDYff1utzf3miP1El94ZpaSZ7PSjil59rZkzaP698oLxyd4+acfZcx3uN7sMuY7t0wufRDjZ8cDvvz5J/jYkfED0f9hpvjcAb1qi9Hw8YXvSICa77DUusX4gvxOklF2LaJU7mr+aiem6m15qCUyf07jgec2sMWu5Y1ir/thMBgMBoPBYDA8CJicQwfMbDWgGWdMlPOXEd+xiTOJ71hIqZAahNbYlkDK7QaiTcPOpo+PbUGmwO15/RT7N9sAzTA3IGhyA1Sju2VQAXYYo5ZbEUJDRm6AanRTMqlIpaLUe5EaL3mshymWJZhfaxMmEqWgNlCu/LblzgOHZjelFuT9xfLnI9uF+cXr7dj78YBmlPaTBpcdh0aUUC/n4+tlL8+t1JNf8iya3bTfP1LfQv942aMVZ4z31hs4uTeQ7+Y2V1sIwlTh2uDbNo4QNMKUiZ7+As38apcx32Y8cHFtwXuLGzxzpDZaHy2IUgVCUw2ckXtzP7iTHEb74YXjE3vK63K3x39UKD53AM0oZXY8GD6+8B0J0IwzZqu3GF+QX/EcwiSjPGBgut38qYpPK5HUS/n1PDs3LPlO/pwGjkU3lQTu7vQZxV73w2AwGAwGg8FgeBAwnkMHzBdPzdEMe+EnUjJd8ciUxncEkyUHqXODT9Wz8HvvIgKQUrJZtKvi5e2Klycb9uy87fX6bZG3NyPFLECg+odpAZZWDCK3N7HR2NbW9S2dG4biTPHCkTxU5mOzFdbCBKkUbs/baS1M+PhMZVehQjNjAY1OxnTVQ2nNdNWj0cmYGQt21S7OHxW6Myr055kjVZphhu9YKKXwHYtmmPFMb72j9C32/+TxOp1IAholJZNlh0xpSq6FlBJLaLSGcd9BaU3Zc8gUjHn59dtxRiIVj05XgDw/SSo13WT0/h2fKtHoJqx3Uo5PVj7SYU2G+8teQ/SK35HrYUwzzPjiqbldyT8+UaKbKsqutav5X3rxGJ1I0ugmSCkJXItMaSZLDkpK6mWXJMvztO1G3kHvh8FgMBgMBoPB8CBgStnfBe60WlnJtXjucIUwE7esJnZ03OWDlYhOnOHYgkMVh404r1ZmCUHFzb1VMt1LQp0qwgHDUNWBwHeRaGwErqVpJQqloeTZvHC0yhOHa5yYqjC/2mG9E/H+UshGN2G85PH0bJmJSsCJqcq+q5XdSfthqlamNTwxU6IR6f7+PT5d4mY7ZWrMY7Wd8IlHxgGLVpxS9V3GSzZX17s8e7R2R9XKPophTYb7j6lWtr/9MBgMBoPBYDAY7ha7LWVvjEMPMV89Pc/0mI/Vczn69oVlqr5DK874macO7bkNoLRmpR3zyy+e2CG/2G+4Pb93dpFuIrdVD2tFKSXP5ueeOzKy32AwGAwGg8FgMBgMhv2wW+OQyTn0EDMsx89iIyJMJd++sMxyK6YdZRzplU/ekcNmSE6fhfWQpY2Ir56eZ361w9JGlzSj79niOhCliq+enjfeKiN4Ya7ON84vAXmy6E6c0YoyPvPY1K76DQaDwWAwGAwGg8FguBcY49BdoBgysdJs8+6NkLQX3mUDniOo+A4TvuDqRkKSgefAsXGP9VjTiTMqvsOT0wHXN9J+WNmzRypca6Z5BR7fodVNuNFKyfT2BNW3w7Mg+zY4FmgFg6mrAwssW5BmvZxEvQzYijzBcppphJXnMHJteHymzCePT9JJJLPjAasbId/6YK2v//Gay5Vm2m9/4kiFta7qh3c02yGXm1n/+lM+JFj9MLsnpwJWu6q//iiKWOpu6Vu1IRX098/V0NoqOsTJmsNTRyf7Z3Hh+tq26z17KODv/ZVnbhm29uvfusBrp6/2r18MAyzq5wnF5UZCqsC14JGqQzsT/fX//HOHeGfc5w/fX2ay4vFIzd8W5vbSc0e2Xb94L33h4zNUy/5QfYuhLE9Ml7m4Et4yhK641r3O32vI3yiKIYlFecXQoJ//xCzHpqu3HD8qdKl4tr/w/GGePTa56xDCnzxRYyXMdr0/xZDGYqjRqFCkBzlUaa9hYvsdv9cwsFHzB8NBpyo+X3rxGL/46ZN3vB/Fe3W/8gwGg8FgMBgMhruN/corr9xvHXj11Vdfefnll++3GgfCG+cW+co3L2JZMFPxOP3hTS41UgaLhWlyo0wnVax1JZkC34ZIwlpXEqaKyZJDM8yYbyR044xDVZ+b7ZjzSyFpmnG0XuKD5TZrkUKR5xdSt1KqgNS54SJRW3M2A8cyDamCqm/RSTWZzj8rOYIw0yhAaQhsSCQst1NuNrt8+tEpvvPBMn90cR2tFVXfYa2Tcb2VEqeKem89P1qLiNKUuXqZc9c3WIu2a92VkEjNmCsIE831VkoYZcyO+1xej+hk24aT9BJ8b+5fUrCONWLFtdUOz8/V+M6FZVa62693s5PxZ5eW+avPzxEmkvcWWxyq+lQDl1//1gX+xbcuIUSeVPpGK+JqM+3r19nUL86YrfrMr0esdiVqM9+Tzq8fpYq5ekAiNT+4ukGWpXzyxBTXGxFv/PAmT86O8akTk9RKLlfWuv3rF++llU7C75+/SdkTPDU7vk3fD5fbvPqdS/nYMZ9LqyH/358t4jmCE5MVbmxE/O67S9TLDiemKjvW+s6V9W3zP1xp81t/dgPftTkxWd4x/1qjy++8c4PxwOVwLdghb68sNrp84/wSlhDUy94OeV//3mW+8s0fgQUTJZf1bsK3P1jDs+DZR+o7xhf3rpVkfOv9FQ5XPR47VN1xtq0k481LDZSU/IXjk1xvRPz2O4tUA4fDtRKnL63wr95cwLEFh6s+1zcifv+9m9hC88RMdcf+FOf/8MYGr52+iu9aHK2VaMUZf3xxjbl6wOFaacf+77X/fvLGuUX+6X94n0aUgoa1bsKfXFzl6LjPY4eqQ8ff7mxGyb+61uHbF1dpRTGBY7PWTfjuB6s8Utvd9S6vdfiD91dRWnJissLFlTZ/dHENqSSHx0u0U8l3LqxS8y2efWTvCd6L9+p+5RkMBoPBYDAYDPvhV37lVxZfeeWVV0eNM9XKDpivnVmgVnaYKPtYtk0jzq0VojBOFtq2bRXaNpt2kFTn7VTlclqpxLZtop4QAf3y6bul4m93GvOc7Rpa1nZ51dL2EumWbbE5ZLmdYlkWH94MsQQgLGzb7q9R9tazaZZpJypfz4Ahxyps0OD4tNcepLifxf0b7I80WLZNVw7vX2jlybyrgUs1cHhnoQHAa6evUnItqoGLbdvEA4apbfr1zmfQLmXbA3maeuMdy8JzBG9eamAJwc12RL3isNJKhl6/eC8BVAKbt+abO8a/fnaReqU31rJYbsVUApubrQTLsogzRa3scH6xNfRaxfk3WwmVwGa5FQ+dv9JKqFccbrajofL2yjsLDaqBQzVwb3kWlcCmXvJ6e2lTci3+9MO1Xe3dRNmnVnb42pmFoWfrWjaeI/ryimfz1nyTSpCfgWXbdGJJybW4uh4N3Z/i/POLLWplhzhTWJbFRNmnXnF4/ezi0P3fa//95DfenCeRmrLrUvIcyq5LIjW/8eb80PGjzmaU/GaUoRS0IkXgOZTcvErg//0nl3d1vUaY4jmCZiSxbJuVVoJjCeIsf07rJY9KYPPa6at3tB/Fe3W/8gwGg8FgMBgMhnuBMQ4dMEutiJq/M1rvTtJ+b+YK35ybKY0tQBUsS/crpbjqhbL1jSRK41i5Z9Iw5Ob4Xbo43Y91VXyHtU4CQDNKKQ8Y3farT6Y1gS3opvkBtqKMWuDSircC+wavX7yXYimpejYb3WTH+KWNiNqAx04nTql6Nu2eRaubKGq+QyPcORfYMb8dZ1Q9m05Pt+L8VpyHYrWibKi8vbLWSXYYLAflrXZiqt6WgTBVeSnz3e4dQM13WGpFwM6z3Tyb8BZns9FNqHo2scz7oyyj7Fp0Yjl8fwrzG2FCzXfoJls3fy1wWdrI9Snu/1777ydX1kLGfBvHFgghcGzBmG9zZS0cOn7U2YySn8j8eyZVCiEErm1R9W2urO/uelGmCGxB1DvrJJN4FiRy62yqns1qJ97TPmxSvFf3K89gMBgMBoPBYLgXGOPQATNbDWjG2Y7Pi54uu2GzSNjmXMcSSA2WvXNsKncbVLY7ilXsdhS1G8hxtPna5VqCTIF9i8XaIh9v7fKuu5M9G1DvjvoX1kPmVzt89fQ8jmWxMXCW+9EHwBGCSGpKbn6A1cChGeWJvjfpxBmTldxLq3gv+bZNK5GMD3hxbY6fHQ9oRoOGEpdWIhnrvRSXPItmnFEv75wL7Jg/5ju0Ekmlp1txftV3c90DZ6i8vbKZXH2QQXlTFZ9WsmUVdS2LMFW73juAZpwxWw2A3LASplvPzObZlG9xNuMlj1Yi8XseXIHjEKaKim8P35/C/HrZoxlnlLytm78ZpcyO5/oU93+v/feTkmNvM6xAbmgpOUO+qBh9NqPk20KgNNuqKMZSUfaGp9ArXi9wLDqpQgDza20gP3tvwPuwlUimKv5QeaMo3qv7lWcwGAwGg8FgMNwLjHHogPniqTmaYcZ6GKOkpO7nLzBFY0TxtUkWXq6klFtGF5G3XSuXU3VtpJR4A9aK3XrjDMrf3t6uYaZ0/+ZwBaRZtu1myZTqG4xOTgUopXhsppznVtIKKWV/jXbvepvzxzwrX8+g/oUNGhzvDtG3uJ/F/RvEA5SU+Lew7hwuC5TWXFnr8NblBofHS0yP+fzFxybpxIr1MEZKyaCzwzb9euczKH5wP63e+EwpkkzzmUfrKK2ZGQtodDKmqx5Ka1pRSivKeGEuz0tSvJcAOpHkUydqO8a/9NwRGp3eWKU4VPXpRJKZqodSCt+xaIYZzxypDr1Wcf5M1aMTSQ5V/aHzp6sejU7GzFgwVN5eeWGuTivKaEXpUHlfevEYnUjS6Ca9vZR0U8VnH5vc1d6thzHNMOOLp+b68rqpohWlSClJlSTJdF9e8Ww+daJGpxfHqaSk4tt0U8WxiWDo/hTnP3OkSjPM8B0LpfJ7qtHJeOm5I0P3f6/995PPPT1DO5a0ogSpFK0ooR1LPvf0zNDxo85mlPySZyE1BA4opWjHKe1I8pee2t31xoI8vM93BK4QVAObTIIt8u+tRjehE0m+9OKxO9qP4r26X3kGg8FgMBgMBsO9QBQ9RO4Hp06d0mfOnLnfahwYd7Na2WNTAR+uRjSjFMey8C3NcicjU3n1MaFgMLDHYnui6qoNOFvVwMZdWA7VLatrFa9frNb1U49PcGx6vF9B6X5WK7OHrH8ygGNT4303p4XVFqvR1j1/tGrz1z95nBNTFeZXOxweL3Fsstzv/3dvX+VPPlwjU+qOqpWdrHsk2tp1RaxRFbdMtTJTrexBq1a22Ojya29c4N2FJu0kY8xz+MRcjf/uLz91y/thL9XKivI9xyJLJY5tEcvce+yFuRp/d5fXQ8N0xWYlVGx0E8ZLHmOuYKERIbU21coMBoPBYDAYDD9WCCHe0lqfGjnOGIceHjYrOlUDh4rv8I3zSziW4JPHJ/rhNEprVtoxv/ziifus7b3nq6fnmR7zt4WbDO7HfvsNBsNwRhn2Dlr+fgyT5jk3GAwGg8FgMHyUMMahB4jB3/h3k4z1Tkos1VBPkKJ3waD3RhhLPFtztZGw0U3yUCyVsd6VSA0lz6bqClbCjEzqoZ46T86U+OBm95btT85Vub6R9n+j//ShMu8vh7vyXIHRL4nF/qI3RlF+sf/ouMvbC62h+ttCMF1xWQ0zNuKUcd/l+UfGOTJR7nsGbYQJ791o0+gm1EsexycDolRT9m3CWHJ8ooTn2bSijGrgkCSSK+tdyr69K++QqystfufdpVt6t4zyRil6UBT3a/D+QGsEAi14oDxJDIYHmd87u0g3kVQHEny3opSSZ/NzD0CYnsFgMBgMBoPBcJAY49ADwjtX1nn1O5eoVxxWWxFvXlrHEoKnZsdIpeZ6I+KvfuIQn3lshvPXm3zj/DJPzlY4Witx8Wabt+cbHJ0IqJc8fnijyVorpVZ2KHkON1sRkcwjpsquoNOrDW8DUxWHRpSRSBj3BY/PVFlY77LaSZko2xyfrHB1PWStkzFVsZmbqLDYjFjpJByfCHh6dpwfrba5shpxYqrEY1MVltvJNn07cUYryvjCM7McqZd2eDaN6j/94Qqvv7vEkbrP7JjPUjtmsRHz156b5dOPT/O9D1f43YH+95c2uLIeMV3xOFILmF/t0OhKpisuj0yUmF/psBZJKq7gUNVnI5Z0YsnnPzbNL3zyGG+cX+Tfn1tmouwyWXZZbsestlOenxvn1IlJLt5s8e5Ci+fnajw+U+FHNzv8+UKTT8xVeWKmymIz4sJSm88/M8OzR+ssrIe8dbnBqZMTPDJR4g/OL/L6gPz1MGMtTPi5Z2f4/DNHd4wvrr8ZZzTDjC9//gn+8rNHduzXuesNvnn+Jk/NjiHQnJlfR2vBi49O4Hs2jU7Gyz/9qDEQGQy3YdT3lMFgMBgMBoPB8OPEbo1DJiH1Xeb1s4vUKw4TZZ/3l9pUPIcx32G5lWfGqQQ2b803sYTgvRstamWHJNVYlsXCehctNI0wpeI7tCKJFtBNJZ5jM1gQxxooYaYA27b7SZ47ica2bdqpxBIQpgrbtukkCkts9XdThWMJVjoplm3TCDM8R9AIM6xelaZBfauBSzVweGehAcA7Cw2qgUM1cHfVf+ZKg0pgIxA9+YJKYHPmSgNLCL7f66fXv9JJcSxBt6d/N9NYAtqJzNtSYwtIlEYicCxBxbd4d7GFJQQ/XO4wUXawLUGqyL2rPIvldoJlWTjC5kjd50YrohVn3GhFHKn7OMLGsiziTFIrO/xwsY0lBCuthHrF4WY7whKCP728Tsm1sC0L27axLUHJtTh9qTF0fHH9E2WfWtnha2cW+vuVKcUHS23+6IObfOv9FXxXEGeSS6sh44HHeNnhR6shE2WfesXh9bOLd/V+Nhgedo7US3zhmVlKns1KO6bk2cYwZDAYDAaDwWD4yDO89q/hwFjaiDhay1862olkzLMRwiLKMmJpUfVsGt3cUNQIEyZLLmGWJ2heDxMqrk2iFKJXvlmIvJIYbCWaFsCYb9PqlWve9AVTvXLzm4WzskzjWJD2PsiUwrHol4lOlcKzIM7y/ihVBLYg6ukTS7lNX4CK77DSjoE81Gp6bHu55tv1b4QJ9ZJL3KvElWSKqmez3pO/2Z9kuX5xpvGtXE+AVKreevK2VArXgkzDoWrAciuijMVGrwT4RpgwWfZItebEZIXVTsy46/RLqIdZxuyYz1o35WeeOsSFpda28whTSc13WOvp14pTLAHnrm/QijJW2gnjvsVGNyVTijCRBLagHaf98bXApRVlQ9cPUPMdrm9EAHx4s83VtS5lz2E8cGnHKb5tsdaJaccZVd9BCItWT34tcLneHMjWbTAYhnKkXjLGIIPBYDAYDAaDYQDjOXSXmR0PaPaME2OeTZJpMqkIHAfftmklkvFSnky6XvZoxhllJ7fZ2SKvxlNycq8d1xJYAoSw+gYSAGtIifZ2IkHnhiIBLLciBBBLyBScu94kkxBJkArOLTaJUkU70Vho5lc7gKbRzQhjyXcv3uTKWpfFZrevL0AnzvrJsCcrXt/Qspv+8bJHK5H4Pa8kz7FYCxPQ8O0LyyhgLUzwnPw29R1BosC18rZrW2Qq/xPAtra3XcsiTBVjvdwixeuVXJswVZR7NerLjkMzzqiXh59H2bXz/t76BfDeYgvHEowHLp4lWGmlRKkkjCVJKlntJCgl+PaFZZY3Yq43u1QDZ6g+AM04Y7Ya5H/vpnTTjMVGl3OLTaSCTpKXXB/zHZJME2WSip+vrxmlzI4HO28Gg8FgMBgMBoPBYDAYboMxDt1lXnruCI1OxnoY8/TsGJ0kox1nHKrmBoZOJPnUiRpKaz5+uEozzPBcgVKKqTGXbqKolVy0UtTKDlLlXkLTFY9Kz+9LiNxrxh64rlBb3iguYKMR6L5XkSu2/q4Bt2dJUoAtNK4FKEWiciOIb4GUipVOynTZRmlNK0ppRRkvzNUBeGGuTivKaEXprvpPHa/TiSQajZKSOM1YDzNOTJap+g4nJ8ushxlxmqFknlsoU5qSayGlpOTk3lRjno2UkopnoTRUXIGUkkwpuqniMycnhl6v7Fl0U8XxiRJKKTxX0AwzPn64OvQ8fMemGWZ87MgYSmu6SUYqNTNjuUGmXrKRGjIpsYRGak2cacZ9QdV3KHkWHyx18B1rqD7rYUwzzPjiqTkAbCG4utqlk2aUHZt62aEZpkSZ4tGpMhtRwkaY8fhUmfUwptHJeMkk1DUYDAaDwWAwGAwGwx4xCanvAXdarazi5RW0GlFGJ87z7ax3EqTOQ7A816LVielmeWiYJcBBkercs8gSMO5ZKGGj0X2vHSEsdE+GJjcuebYFAhyhsITF1JjPajsGrcCyQUDJsSl7FuOBxxc/ffzAq5Wh4ZkjVSbG/H61sPV2zPnFFghGVisb1i5WCytWB/vJEzVWwqxfHa5YjaxYPW6w/+y1Jscny2x0M1pxypn5deI4YbmTArmX11TgEAQep05OUA0cPNuim0pOTFVGViv71dfPs7wRE2eSMJWUXZtOnNEIUx6dqZhqZQaDwWAwGAwGg8FguC2mWtmPCUVjSrEU+mD73PUmn3ikxnTPk+XbF5ap+g6tOONnnjrEP/7dc9RLbi/nzhjfvbiMbwkiCT/15Azzqx1cCxrdlP/prz27YzyAkpLrGxG/9Xd/6sDX+tXT80yP+VhiK05Oac1KO+aXXzyx7/05CGPWYH+xJPa/+tPLaPKQr8dmqpy93sAWkEn4W589uav1DPJ//OEH/ZxDgWsRpYowyTg2WeK//dkn97q9BoPBYDAYDAaDwWD4iGGMQ/eRr3/vMq+dvtr3XvnpJyZJtGBpI8q9PYRAM9zbY5Sx49zVNf7dn9+gGeXJjR+bCvhwNaIZpTiWhcxS1uO7v0YL8ByYCixWI0WS5e3Pnqzz1NGJvqfNdNnh+/PNvmdMmiacubpBN1WUXIuypbjZ3UquPVuxKfkerTil6ruUXMFCI8ori/kO7U5KVNDFsfI8SjYg2RsVG4LApZtISp7NI+Mu9bESzW5KreRydaXF9Y2EVIFrwZOHyvzNzzxK7rMDHy63ybQmlZofLbd4Z36dSG2txwZKnoUCKq7N8YmATIu+J9TTh8q8vxwO9WQKY4lnw9VmzEaYMF72kGnC/HpMJjW2pZmq+NQr/lBZxfagV9LDyKAH3m48pd44t8jXzizccv3F5/STEb84KQAAIABJREFUc1Wub6T98UWvvr0aHveq/yh9R/UbDAaDwWAwGAwGQxFjHLpPfP17l/nKN39EJbCpejbLrYTVTsLzc1XmJsp8/3IDgebUyQlKnkOjk/HyTz/KC8cnWGx0+cb5JaqBQ8V3uLbe5czldT51ss7cRJnf/sFVvvH+ChXfZty3WdyIiDIou4LZqs/8WoQareKBENh5MuvBdiJzo8ixmsNf/wvHOXutwZ8tbHB8ssSxeom35ldZ7kgcoOwJNpKte0+wVWXNEXBsIsgNJFluYJmqOCx3tie7HsQReZWyO+XQmMtGNyWSMFWy+fSjU/zRhWXaWc8QZucGqEzDk1M+/+Cl57i23uW7F1eYLDv4rs0fnr/OtZbcsR6AQxWHRjcjUXB0PDckfLjaYX61y/GJgMdnxriyHnJ1PeKTx2o8e7TGuWtN3l5ocmwi4PhEmbfn17jRyQgcgWtp2nnubk5OePiey/xql2MTPk/MVLl4s8XV9ZgTUyUem6rQjDOaYcaXP//EQ2lQeOfKOq9+5xL1ikMtcGlG6bZnp8gb5xb5yjcvUis71Hxnx/qLz+n1jS6r7ZRjEwEfmx1nuZ1wvRHxVz9xiM88NrPjWSy2O3FGK8puWRJ9lP6j9B3VbzAYDAaDwWAwGAzD2K1xyCSkPmBeO32VSmBTL3nYtk2mFJ4juLTS5dJKl/HAZTxwubwSMlH2qVccXj+7CMA7Cw2qgUM1cLGE4GY7ol5xWGklWELw5uV1PEfgWFYuu2eciaXGtu1thqG7fbC2be1o94qIca2ZYVkWV9e7lFyLMFFYts1KJ1dYAanaXmJtUFymoRFlhJu2IAG2bXM7bHu7vGIBt2JFt2LbtixUzxtoI5ZYtk172/UtbDvvv7QW98/ncM1nplric0/PstyRCHJPJregjxK9imoC1rsZlm2zHqZ4jqAZ5e2w5001v97Fsiw2EslE2SVMJF2pWO1m2AJsS5DI3CBmC7jWTGj0ZeW6NyOJ5wgaYYpl20yUfWplh6+dWbjtPj6ovH52kXrFYaLsY1nWjmenyNfOLFAr98YPWX/xOY1SjWMJ1jr5WQBUApu35ptDn8Viuxq4VAOHdxYad6T/KH1H9RsMBoPBYDAYDAbDfjDGoQNmtRNT9bYMGYlSBLYgSiWdJMV3LTzHopXkloda4ObhZuRJjiu9suoArSijFri04hSATioJbIHseXtJnRtB1BB3IeuAT7ZobBmG3tSn124nkrJrEWX5Wjc/V4AQt3fzmSz7/b+re+TcprTGAmRhPzed67TOHxjZaxfPJ1O5scYSYodxqF5yQQhcC9LeBZIsvze6PStflOb71e0lDu/EKZNlF8e2eO5oHaXz0DapdH72Vm7kkgqibOs+25QV2IIo21pMzXfyxN8PIUsbEbVebqdNBp+dHeNbEbWBZwm2r3/Hc5opPAvi3lnEUlL1bDa6CbDzrIttgIrvsNZJ7kj/UfqO6jcYDAaDwWAwGAyG/WCMQwfMVMWnlWzFW3mWRSfNPUrCRLGyEdNKMqpe/qLXjFJmx/ME0pMVr19RDKAaODSjPPcO5DlrIqmxewmbbZGHFR20IWgYu7HPiE19eu0xz2YjypAS5lc7/XEWIMTtzU1C7O/mLOpbNDAVoynXOilS5TmLekez7fppplFK5/09m0LxfBwr93rKlKab7rTY2ZYgU+D23KQ8xyKSmpKTCwzcnvdQzwhQ8V3WwpRUKs5ea2KJrdA9rUDK3DBkWxD0ZAXulqxIagJnaxXNOGO2Guxm+x44ZscDmlG67bPBZ2fH+GpAM94ehji4/h3PqWORKPB7Z+HbNq1EMl7ygJ1nXWwDdOKMyYp3R/qP0ndUv8FgMBgMBoPBYDDsB2McOmC+9OIxOpGk0U2QUoLWxJlmasxlrubTTlJuNhMOV33Ww5hGJ+Ol5/KcIS/M1WlFGa0oRWnNzFhAo5MxXfVQWvOZkxMkmSZTCiklvfdYfFsgpWQw8Kro/XLQyMIFpFR9D6ZHag5KKWbGPDqJwrFzjxl/QEFVcHcaFOcKkEqx6SghIN/L25DtMeFQcbTWWwpUPQclJbVga+ymtw7Ac0cqQ8/n0cncMKD0TuOTlBJHaJSGmYqHknnIWJJpakF+vbJr0U0VJyZKKKUY9/PQs4pnU3IENT9PbK2kzj2IyA1Fs2MO9b4su6e7TZJp6mUXJSXrYUwzzPjiqbk97dODwkvPHaHRyVgPY5RSO56dIl88NUcz7I0fsv7icxq4gkxpJiv5WQB0IsmnTtSGnnWx3YpSWlHGC3P1O9J/lL6j+g0Gg8FgMBgMBoNhP5iE1HeBwSpIthA8eaiC7Tg0wgR6la1sW/ATxycOtFpZLXARKuNKM0ORW/4O2kbkAdrKjTmjqpWFcf7SfWUtotHNsyfHacpKJ0Pq3KjlCs3GgEPFobKgVApoRyljgUvJ0lzbSMikxrEFYax2VCTbXKfV++/Waat3YpN7XmnAtQTTFRfLsqhXPNDQCiOuNhMylXsGffxQmc8+NcuJqcqO8/nWD5c5d63B4kbS16fq5fmGbEtQC1x+8kSNjVjfsqJYsVrZZMlhPZY0woQ4Vay3uyy1E1QvxK3kWtTKPk/NVk21sgKmWpnBYDAYDAaDwWD4qHPPqpUJIWzgDHBNa/3zQohHgd8EpoC3gL+ltR6eiKPHj5txaJCvnp5neszHGgijUlqz0o755RdP3EfNRuu2X92L89c6MW9faZApxReeObyjwlOxWtuo/mLFqN96+xo3mhFPHB5juuJz+sNV1joJE2Men3l0ij+72sASMFMNeOkTR/jf/+BiLx+S4NHpCqlURKmk5Dm8+rdP8X/+4UWurIWUfZvAsYkySRhLjk+W+W9+9okd6/37v/kDjtZKWANxfkoprje7/PNf+ol9n8+3LyxT9R1accbPPHVoz+dhMBgMBoPBYDAYDIaPFveyWtl/D7w30P4nwD/TWj8BrAP/9QFc46GlmEcIbp+b5F4ySrf96l6cP1nxeXJ2jMmKx0o7puTZ20p/H6mX+MIzs5Q8e1f9Nza6fOpkneOTFSwhyLTG9yxaYYYQAglYtkArjRC5547Umk4vGbgSmlRpyp6NEALPsfNk3z2DaaObYFlQch2EEJRcB8vKPx/GXvPi7HX/9prnxmAwGAwGg8FgMBgMht2wL88hIcQc8BvAPwa+DPx14CZwWGudCSE+C7yitf5Pbifnx81z6G/82h/yg+thv22TV5YaKByFAHwHjo17rMeaTpxR8R1slbLU3RpXtSHSkKq8UlXFho2UuxY2VsQFBs0dxWvWXZBWniun5Focr3ksdSSdOCNwLLSSbCRb+pacfC1ZLywtENBIt8uLNP0wtZoLa/HW+m0Fg/WZHPK9HZL/+Y6wyM9GWCB0/t+gKWgzrE6Th3SVLcXN7u7PoWoDztZ+TQUWNzpZf73PHCojhZNX0/IdwjjlRishlXlYW9WzmBovkUhFGGW0kwzHspgojw5ZK4ZJFcOgiiGNo/pdAd+bX79lmFQxjOrTJyZINbsO09pru6hvMWzsSy8e4xc/fbLfXwzTGrU/RUaFgO61PWo/H2T2GvI26mxGyT867vL2QmvX84v3oic037m41p//SM3l3GKnH577pReP8Xc+99Qd78evf+sCr52+emDyDAbDR4+9hlIbDIYHn1H/1n7Q2eu7wt1e30Hr87Cfz+24J2FlQoh/DfwqUAX+B+C/At7seQ0hhDgG/Hut9XO3k/PjZBwqGoZ2y6GKw3Ln1tlyHJFXwtpEsLsKYnfKXuWPe4KNJJ9hA1OF9RTlBTZEt8kxXewvrr/IqP69Mrie3fTvZ79g+3pLNnzsyDgfLLdo98b4dl6pTAPjvsCzLVZCiQVMlm1iqenEirl6wLNHx/lwtcP8apdjEz5PzFRZascsNmJe+sQsLz42ve+QvvPXm3zj/DJPzlY4WivRjFIanYyXf/pRXjg+wTtX1vm1Nz4gkQpLQJhINropLz1/hI8fqXFtvct3P7jJZMXFdx2STLLSSvipp2Z4ZKLEwnrIW5cbnDo5wSMTpR0hhMX+or5f/95l/tffv4CwBK4QpFqjleYf/JWn+MVPn+SNc4v80//wPlqAIwRRqmjHKb/wwlE+3dufhUaX6YqLRuww5gjgw+U2WS+HWJxmrHVS/uMnh+s/aj3nrjf45vmbPDU7xpFasGM/H2TeOLfIV755kVrZoeY7NOOMZpjx5c8/MdRA9PXvXeYr3/wRlcCm6uVV4TqR5Muff3yogaco/8LNNvOrIZNlh0fq5ZHz37myzqvfuUS94lALXN6+ssbbVzeYrDjMVgOurIesdjLKTu79F6aKbqr4e5979I4MOr/+rQv8i29dyo3HrrVveQaD4aNH8XvrYfqZYDAYhjPq39oPOnt9V7jb6ztofR728xnFXQ8rE0L8PLCstX7rDue/LIQ4I4Q4c/PmzTtV44Fj0zAkev/tFtu2t7UtUezf/oF9l+vMFeU7hXZxbYP6S3aux3MK+hcusHO9VqF9+90c1T+K4vpGn8f2/r2ex475ttXf067M+zs9w5AFlD2HzSV2Yk071Xh2XoI9TDVS5ToudxIsO69y5jmCjUhi2TYCQSWwOXOlgSUE1cClGji8s9AA4J2FBtXAoRq4u+p/70aLWtkhSTWWZTFR9qlXHF4/uwjA19/KvSYC16Hi55XUEql5u3f9SyttmlHKWiejVnJZa6e04pQPV1pYQrDSSqhXHG62IywhuNmOqFccVlrJ0P6ivv/yT+bRGspubnwquy5a558D/Mab8yRSU3ZdSp7TrzD3px+uYQlBKjWXbna4sNRmeszneqPLq9+5xGIjYnrM5+0r63xvfp0wlrn+nYxmlHJppT1Uv1Hr+eFim1rZIc7k0P18kPnamQVqZYeJso9l20yUfWplh6+dWRg6/rXTV6kENvWSh23nf1YCm9dOX92V/JVWgmMJ4oxdzX/97CL1Sm++ZfGjmyGeI5BKYNs2ra5EkHsf2rZNNXApudYt5Y3itdNXKbkW1cA9EHkGg+GjR/F762H6mWAwGIYz6t/aDzp7fVe42+s7aH0e9vM5KPZjYviPgF8QQlwmT0D9l4D/DagLIXpFyJkDrg2brLV+VWt9Smt9amZmZh9qGO4GquAGo0bETUUj4rqkvL1fzX6L5o2avz/T0b2huITNthr4U5Ab3zKpcCyRV2dTmkxpHCv/HCDJFIEt6Ga5O1IsJVXPZiPcCpKr+A5rnby91kmo+A6D3K6/ESbUfIcw2/IOqwUuSxt50N+F5Ra1wMVzrDz/k9aM+TbXmnnM5Pxa2M8BJYQgQ1ELXObX8v5WnIfjtKJcfivK8nacDu0v6rvUiih5NrYFQuTGu5Jns9TK9buyFjLm2zi2QAiBQlPybJbbMQCXV9vUyw6Z0kONO0utmFrgshGn/fXl+ofD9R+xnka3t5/plrvc4H4+yCy1ImqFe6fmO/29LrLaial6242jVc9mtRPvSn6SSTwLErn1nXPb+RsRtWArT1c3zQhsQSLzvc60xhbbv/PKrrUjf9huaUYpZXf7j9b9yDMYDB89it9b8PD8TDAYDMMZ9W/tB529visU+x90fR728zko7tg4pLX+h1rrOa31SeCXgD/QWv9N4A+B/6w37L8EfmvfWhruOUXj0CjbTdGzZgcj+vcbEeaO8BwSI65vj1hAsbsV3zoE8E4parDZtgb+1ORhe45tkSmNAhxL4FiCTOWfQ+5RFElNyclfwn07D98ZL28lr95L8vFif73s0Ywzys7Wl+hg8m3ftkkHLIqeY5FIhdur5KY1pEpR8vJ22XFIlEL0boSqn7vRV4NcfjEZd7G/qG/JsbcZDyA3JmzuR7HfsXL9/N7+taIMtOhfr2jc0RpcB7pJLqPkWaRK9Y2UO/QfsZ56qbef7pbRZD/JzO8ls9WAZuHeacYZs9Xhuk9VfFrJ9pjSViKZqvi7ku85NokCb8Bd77bzC4niS65DJDVez3vPEQKptz/jYap2vJjtllrgEhaM5fuRZzAYPnocdIELg8Fw/3mQixTthrtdyOh+6/Own89BcTeCk/5H4MtCiIvk5ez/r7twjQeWnzhaBvKX+L0YPKTc/rJUNM4UPW/k3c5EXeBWXi2bqAFDgGDIegr6yhELKPaP8jyKR3guFfdz5/UK+1vQf4e6xfPZ43nskC9VX2TJzvsrntg2ftPwMFVxmKt5ZDL3ECq7AtvK13io4qGkZKKch3KNBzZKSjSaTiQ5dbyO0ppWlNKKMl6YqwPwwlydVpTRitJd9X/8cJVmmOG5AqUU62FMo5Px0nN5jpm/+PgUzW5GO0pRSuFa0I4lj02XUVpzeNyn2c0YDxy01lTLDs0wY3Y8QGnNdNWj0cmYGcvbM2MBjU7GdNUb2l/U92efnqGb5HmEpMr/7CaKn30691L83NMztGNJK0qQSiHQdBPF07MVlNY4lqAZpZyczp/nonHn5FSZZjfDtkBrzXjg0OxmHB73h+o3aj0fOzJGM8zwHXvofj7IfPHUHM0wYz2MUVKyHsY0w4wvnpobOv5LLx6jE0ka3QQp8z87keRLLx7blfzpqkemNL7Drua/9NwRGp3efKV4fKZMkmlsSyOlpFqy0eQJ76WUtKKUbqpuKW8UX3rxGN1U0YrSA5FnMBg+ehS/tx6mnwkGg2E4o/6t/aCz13eFu72+g9bnYT+fg2JfCakPih+nhNSwMyl11YZU5BW4Nm0IFnl1qv1UK7vXCHKvlUGbagDgCNJM4zqCqZJFI9IorbEsQclSrEVb1crGHAhlbsiwRF4Nrau3y8vIx++mWpkL6F4yaqcXGrKXvbHIQ4425R8qW2yk0E0Vvi0QWhMOnNtm5TnZG28B0R4uWKxWNu7Ccqj6139qOsBxvX4VpbKjOXuj0x9/6tg4ruux1IpodxOa3YysF9L0IFUrW2x0+Zd/fImLSy06aUbFdThcC3h+ro4mv5c+XOmQSUUqFa5t4dkWJ6fLQxNA77Va2WKjy6++fp63rzT61//k8Tr/8KVn+knqfu2NC7y70KSdZIx5Do/NVPjs49N9/VZaMXOTZSq+MzSh9HcvrjBZdvBdG9e2cGyLx6YraDDVyky1MlOtzGAw7AtTrcxg+PHjYa+GZaqVPbzck2plB8WPm3FoVInrg7rR/v5v/oCjtRJWL1Tn7PUGJdtirZvyd37qcf7Jv3+PwLXQAk5MjvHuQgOlFFLDf/qp/LfYYZISpYr/5W88zz/6N39O4FqUvTz84Uc3Wz33OsHf/uxJAFpRSsmz+bnnjvB7ZxfpJpLqQLjEQfaPYjfz9/uQD87/t28v8LHD49RKW+6FSimuN7v881/6Cf7+b/6Aqu+w0knoJnnI1HTFoxVn/PNf+omhsn+cs+Lf7x8g+73+XkvV/zj9ADEYDAaDwWAwGAw/Hhjj0H1isdHln7x+nreuNujEGb5rE1iCIxMlMg0yUyRScqRe5tHpyo7fBBV/Qz7uC74/3+z/BvqxqYAPVyOaUYpUGqSik925J5EF1EoOGo1AoLWkneTVrwS5V41SuXzfhr8wV+Of/Ref6ntf/OsfLLDWjvveH0kqQUAnkVQ8mzCWNKKMTpxS8V08G8JYshFnjPsOaSa51ozpJCkVz+WZo1U+9/ShvvfI1ZUWv/PuUv83/E/OlPjgZreffPaFo+NkwqIRJtTLHo5WvHN9A2CoR8BUyeKD1WioJ84wj4TB60WpouQKml1J3MtPEziCjTjL9w5Nlm33rBrEteDUsSrPn5hmaSMijCXHJ0p4nk0ryqgGDjNjAUfqQd+4dTuPB9+xeKReYnLMZ3Y8YLrs8P35Zn8tP3mixkqY9ec+MV3m4krYb3/6xASpZteeLKPG32tr/P227u/1t7r32hh1v/fnduz3Nzl79bK614a+B3nvDQaDwWAwGAwfLXZrHLJfeeWVe6DO7Xn11Vdfefnll++3GgfCP339PP/h/DKWBWO+w1o7ZqWTkWSKybLHpZUOG7Gk4tqMlVz++OIac/WAw7USb5xb5CvfvIhlwUzF49xig+9d3kDpfO7SRsQHqxFpljE95rPSTokU/TCYO0EDUaY4Mu7z/7P37jF2XPed5+ecet5X39tvNt96R5QUOTZl2Um8tjdOMvFkJ5tJMh5nvZjsDJLFzGKAxSbAYoAFVv5jMP/MeIGdnQ1WAQbBwqNYSDKzydqKE8sj29o4oUw/KFHUg5TIbpL97vu+9a5z9o+6fbv7ssnuJpsP0fX5h6yuqlPn/M6purd+9/f7/la7UZZCpcmq95D9X5M5hpSGK82QJI741OMH6AYJ56628OMUpaHeC3n9SptayeZgtcDVZsCpi3VMIxP2XWr5/OhKk0RpLCmYrfd4d8UnThMMIQnilIurPWquxROHa3zr7SW+/NoVhNBMlBwu13v88EqHVKXMVAusdGLOLXYQaA7Xiry30uH0bAshJIdqLpebHq/P9wb2mm8GXOnEJKmmZAm8SPN+PaDrhzw6XeH8codX36v3NXFcrjY8fnC5Q9K/3mLLZ81LSVJNwRR0I0U3ViQKxgomrVBd10ln9lPfrrQiFhpdnjk+wVuLbc5ebVOyTaYqLmGiWGwFaA3PPDDGmbkGz3/nYrYeyg4/mK3zF2+ugICCJVlshVxt+oyXLFa7EX/2+iJCaA7XCsy3A/7qrRUMoXl4ssL7q13+7EeLOJbBsbEii+2Ar72xRLVgcmy8xHwz4P89s0DFNTlQLXBuocV/OHUF1zI4WC1cc/zVps9Xzywy4locqLp4UcpbCx2mKs6WSK511qOkpBDUivaOx+/Efre3V4bnphMmW+7lvfZ3eP+wfe+2vfeTvfZt+Pi3F9t8+dRlHEtysFrYs+2H1/rw9gd9bebk5OTk5OTk5ORs5otf/OLCc8899/xOx90OQeofa/7zOysUbEnZsTCkHDhamn7MUiekYJsULZP5dsBo0aFWMnnp7AIAL56+QrVoMlp0kIbBai9GCkg1GEZWoQcgTLPtzZLGO1Xj2gnDMIg3BZFtrgQEULRNyo6JbQr+9EdZf89caXJ4rMjPPDzJpx6bIlYwOeIQxRopJcvdkGrJwhCCpw7XaIcJliHxI4Vrm7SDBAEoJRgvu7iWiSElf/3+GlII/ub9OgVLYkoDwzDwEo0U0IsUhmEgBZiGYL4VghAstEJMQyCFxjAMOn6KINMTMgyDqD8+3R/vukdt1UuQhsFaL8KUgiDO2u/Fasv11jWvFZAiB44gsd7eDe0rBtWQ5tsJUkoMIXBsg8tNHyEEBctEyqysOcBLZxeolfrrQUourXnYpiBJNZ1AUbQzvZtzi11mGz4FS+LFCmkY9MKUgiW53AiQUrLSiSi5BsudECklUaypFk3eWuwghWClG1Armax2IqQQvL3QpVo0CZN02+OHS7tXXIuKa3LmSnPb8Z+50qTimlRca1fH78R+t7dXhudm+F7ea3+H9w/b927bez/Za9+Gjz+30OmvTXVTth9e68PbH/S1mZOTk5OTk5OTk3MzmDsfkrMX/Dil4myYVSEATZxoVnsRBVNiSjGo3lV1LeZbmQL1Uifg4KYypUmqMSXE/VJbqc4cEdtlAhYsSS/aiFvJrnrzuJbET66Ng7ElgzLN9V7ERHmjfHTTixgrWHhJlljVC2MqtkEnyrY7foJrSlIUQmSl1yWQaI3oRyq5pqTh948P4yz1rG+sOFWZPfqVxRSaoinwkhQvSklSRdEUqL4TJtE6i4AaMsT6pu7bc71QWZBoHMngelH/eml/W62LXgMzVZcLK70t7W1GbnfdoW3bFNixoO1HaK0JYoVSUC1k0QVL7YCDmyIherGiZApilVUus6XEMSVelCCBopVFX2VjSShakm6YbXfDhIpt0Auz0rheklB1TOpe5ojqBElWqr2/v+n357Lf3jXHD5V2Byg5JqvdcBtrXLtWdjp+J+q97EX+/Fx9kJJ3dKyEH6c7n7wPDM8NbL2Xh9lp/MP7h+17p+19q+LkN0pBfHO+xVOHqlTYiKJZ6QS8emGVr59duCYFcq0X8YmHJwZRN+vPGX/T824vth9e68Pbe7XVTte71fZycnJycnJycnJy7gR55NA+M11x8KKUVGXOAENArDPtHteUhImiEyZUCpkDqRXETPcdQtMVl1a48fJnGpkDxeqHnBiin0K2iyih26UkFanMEQVZRabepv7WijatMKFoZmMrORadKKViZ9umKYhSjSWzKBsp1quYZQMyhSBSehC1VHEs2kFCGCuWOwECiFKwjOx42zAIU41lGCCy80KlsfsC3aYQpP2qaMMEcVY6XpPZFcA1BUGS5dEtdwKkgDgFo9/eehSX2W9w/ebZbdDW8LyNFV1c26DsWrSDGMeUPDJd5sHJMgDTIy6tYNMLqyUJ+vazDQOlIUyyKKyCY+LFCtcy+mPJtktOtl12TDpRSsnJXrCLpkkrTKgVM3Htimtmpdr7+2uF/lz227vm+KHS7gC9MGGstCHWvWWsQ2tlp+N3QgCvXawTJooR1yJMFK9drN90euVeGZ4b2HovD7PT+If3D9v3Ttp7PS3Kj1Imyg5+lPKNc0ssNP1t97+z2OZLL18YOMyW2gFfevkC7yy2++mcPs9/5yILzYCJsoNtSL53qUG9rxt2cbXL115fRAAHqwUurnb50svvcWnN42C1gAC+9voiF1e7wMZzpmBvfHztxfbDa314ey+22s31brW9nJycnJycnJycnDtB7hzaZ/7xzxxHCPDjmDBOEGgkMF6yKVkGqdZIBKMFi4YX0uwlfLYvPvy5k4dpeQkNL0SlKRMla5CWlqYp6+9CjpFtW5vehNP01orbp2lK34+QRdOkGxEY69t+nJIoza99KOvv04drdIKEThCjtObxAxVaXoJtCZRSTJUdekHKRMVGKcV02cmcGZZEKYVrCjRgGVl0TqpSokTz+HQZpTU/eWiEXqRIVIqBxjbEQBix73q/AAAgAElEQVQ7TVPQmjDVTFVsCoZkvGwRJhq0Jk1TKgUja19mx28Ok9NaDRxotYKBSlNGXJNEgWGQXU8K0k3XK9kSTRY9laYpjtl32g3ZC66NGkpTPfjbwRETpRS2JQhjzacfneQTj0zyyHQZU0qePlwD4LNPztDs9deDUhwfLxIlOtNwcrOIoTBOOXGgzLHRAn6sKFoSlaaUHAM/VhwZdVFKMVmx6QUpUxVncO2Wl/D4gQpKaybLLs1eks2V1vzETJmWl+CYxrbHT1Rsmr2EybKL0ppOENMJkkHfhxleKzsdvzMaP06ZXe1xdr7J7GqvHzV0ZwT2h+dm+F4eZqfxD+8ftu+dtPeZK00SpTi/1OXV8yucX+qSKLUlBS5VOtPoOr/CK2+v4FhikOYVJopq0eTcwkYKomXC315c49XzK6QKekHCWwttlNZ89701tNAYCM4ttjm/1EUIzTtLnX4boEV2nNKaEzOV/tqUN2X74bU+vH2ra3P/13pOTk5OTk5OTk7O7SevVnYb+OPXLvHlU5dZ64VoDU8fqpAKg6YXIbRGkUV8fOzB8VuqVlZ1LcoWvFcPiJIsOkmr61fL2o6KBY5tkSi1bTWvAyWTxV4y2P61D83w3K9+aHD+Tuklm9NDSrbBajfkaiOgE8a4loEXxCRaECYpJcfk8ekyn378ABqYXeux0PR4/UqbTpj9sj9ZtljuRKRaYwjBI9MlDMMcVCtLk4Tzyz1Sra+pVmZKScmC5W5CmGocQ3B8zMG27EEeXtmRXG2GtMOYEcdismyy3Im3ba/qWhwcsTi/GtALE0qOiaFiljZlt1QMCHSmezRcrWy79Jvh9J28Wtn2/P4rF3hroU0vSrL0S0NQsk0enxnhn3764Ztqc6/cr9XK/s9XznO57lO0TVxLEsQKL0o4Mlbgn336EX7/lQvM1T2KjoFrGvzF2QUcU1It2Jw8PsbZqy0KpqDux/z2Jx7ipTeustK/Z3/qyChBrFjpZpGAzz44zovfm8M2JLWig2UITl1cI0kVtiF55oFx4lTT9EKiVPG5Z47m1cpycnJycnJycnJy9sBuq5XlmkO3gd/46HF+46PHAfj62QX8KN1SpaYTxBRsY1CufDM/98QMP/fE9r+A78QLp2aZKDvIfv5SvRfyw7ksCuDnTxzgSsPj+5eanDw+yqHRAr0woRMk/PyJ6Zt+cZmpFa4590b93+klbfNL1AunZvnIsTH+3oc2QqSU1qx2Q37z2WPXjHd4/072Abiw3Oa7760xVrKp9yIeGC9QLjgDZ9NHjtYou9agvWGHwLDDZdhB87mTh7fYY7PzzwtTPnpsdMs6ODPX4A+/e3HLS++/+OyJLeP43RvMx2/fYN9ueHpoe6e1OHz8jdhurdwsTT+iUjA5Ol4a/K3hhQMx7zvB00dHb+iQGGan8W+3f9i+d8LeLT9GSijYWShhwTYIkoSWv6FHJSUUrOzjo1q06QQxYZL2j5e0/HiQgtgLFanW1ApWJrxuG1TcTOD+N589xrfeXqYbJdhmFhppSEGcgpQCIQS2KbBMyWjR3nJf7+U5ud+2vZnr5eTk5OTk5OTk5NzL5JFDt4Hf+8ppvnp2iSgBU2ZpR6FiS5lzATgmqATu3Ovs9kjWtX/ABoJN+6YL4LruIFLmmWNV2qEeOD86ns8Pr3aIErBNODFVJBUma72Q8ZLDWEHyxkJvEFnjiJSFrrru9Uz2Fvk03P/tkus2/92ALVXeJGAamT6U1lk6mAAQ2dzpFLRkkP6m0+z/iQah997X3VCyJLHSWFLQi3eXLmhJmCpK2jGDKK9Hxl3WfDWYu08/Oo7j2NeNBLq82uGrbywN5u6nDleYb8eDuX5sqsg7y951I5N2it64VTY7Fk+9v4YGJsvuttEtsHNkz14clfvBcFTgsONwr/3da/92e/5wZFCQpHhhytGxIv/00w9fE1l0udHjm+eW8OKsmqAUULLgv/vEwzw+U+XPfniVxVbAIwcqjJdsgiTl+5fWuLjiISSkSlMyJY8drFG0Dd642qTejRgvOzx1qEovTnlzrk43UQgEJcfkaNVirhUPniufP3mI3/2lJ6479htF4G231ofnZq9sjh4dLzl84dkjgx8McnJycnJycnJycu4ku40cMp577rk70J0b8/zzzz/3O7/zO3e7G/vC733lNP/xR0tonTkTQpU5ErZzwSVqq6PibqHZqG427OzoJVk1nwMjDnU/4syVLmES89BEmdMXV3l3LSRVmS5PkMJCJ6blhRwbL/H+Wod3lgOSRFEtmKz0EjqR3qgWts31bkY5aXP/b7SfbY7RZCLTI46Bl+iBSHXBFARpNj9KQ9kS9OJsLlOdjTe6TX7VWGlKtqQb7d4aSkMn0kSppmwJupFmoRMTRAlTFYemH3P6cos4TjlxsMpiO+BrbyxRLZgcGy/xyrlF/sP3riIETJRsFlo+p2abKKU5Pl7kYr3LK++sgdAcHS1ypenxjbdXsYTgockynTDhry/UOVxzOVDd/4iJdRFkKQS1os1aN6TlZRF4YZJStE2OjBU4Ol7i4akKZ+YaPP+di0gJk2Xnmv4Nt3e16fPVM4uMuBYHqi5elPLWQoepirMl6u9m+eabC3zp5QtZf0o2nSjhW++scqBi8+BN9Hev/dvL+VnKYmbXTpBQtA2OjpU4Ml7k4akKa70I25REiaITxry/3GG2ESLZEHePFFRsydRIAY3m4ekytinpBAnvLLR4/Woby5CMFS38RNEOUwQKISW2ZXCo5mKbBpFSXF7rstRNMKRgxDFoeglXOzFerBgrmISp5nuzLcIw4qcfmbpm7MO2PXO5wdfOLqNRTFVcFjsBf3upSZwkPDhRvmZu9sofv3aJL738HkgYLVh045TvvLtG1ZE8cSjXHcrJycnJycnJybmzfPGLX1x47rnnnt/puFyQep/56tklpADHkhjGB8e8N6qApoBOpAj7USyL7YjLLZ+1QG06ZqOBIAXDMOiFmfckFdn2ZoYtc6tVpnY6f6epEEMG0EMtDvf/ds/teoW0mzrXMAZOsFCtbwtMKXhvzUNKSRRrqkWTtxYz0eC/vdSgYEkMKTEMgyBRmFKw2ouQRvZCbpuCppcgDQOvH5001/CRUjJadKiVTF46u7A/BhjizJUmFdek4lpIIXh8ZoSSa2JIthXzfunsArWSyWjR2bZ/w+2tdiJqJZOVboAUgoprUXHNgQjzrfLi6StUi/3+GAajRYdq0eTF01duqr977d9ezn/6cA1DCh6ZqmS2napgSLFFPNuUWWW9TzwyydtLXVxTMF6ymKg4TFQcirbB9+da/Oazx/itn36A0aIzaO/dpS6OKakVLAzDYKzo4JiSpp/yT372QX7l6YNMlAv8yocO8U9+9kHqXoJlwIibHZ9scsoahkHJNrFNwR+dvrrt2Idt+96Kh20KUiWytR5na73uJ9vOzV758qnLlFyDWsHGMLJ/S67Bl09dvqn2cnJycnJycnJycu4EHxzvxQeE9VSy+w1TCJJ+alwWKbThLNFs71xaT9HS2wXA7HPN8Rs5t24G17rxJMbp3U/H3AuJ1tgSoiSbDC9JqDqZkDdAO4wpWpJEZfujNDs+7B8fxArXEARJ0t9OKVqSXrQR+1V1LZbam5ME9496L6LkbEikjZUcnjk+SpQqVrshBdvYop211A6oDkXEbO7fcHudMEu96wQb4yk5JvXe/iR9LnUCqs5WibeqY7LUCW6qv3vt317On6kV+PkT0xT6AvLDth3eHyWKoikwNzlMXUMMyrkPH+/HKVXXxDKzZ4hpCGpFCz9OWe2GHKwV+J3/4gFmai6r3ZAwUZQcA0NmN/l2d97m6w0zbFs/TnANQdSvMBilastaB7AFvLPU5oVTs3z97AILTf+adjez0PT5+tkFXjg1y+WGN6gsuU7FNljrhTdsIycnJycnJycnJ+dukgtS7zO2CUmalUO/n+jFKevyVEJcG2mzHVJkKVi3EASza8SN8sp2gRrS3hreHiYdrlW/z+x366YQhCkD0d+iabLY8Uk1fPvdZQwEDT/GMQ2WO1klKT/OqoDNrvUATS/WlJ3sJdu1DLwwoWRvPEJaQcz0iLvPPc8YK9n0wmRLCpRjGnzikclthd2nRzKdrNGis23/hturOBatIKJa2Gi/FyaMlex96f90xaUVJowWNx4MrTBhuuLeVH/32r+9nr8X8ewv/dU7RKnC2bQ/SPUWZ9Tm4/+vb10gSBSbV0qcaibLWwWn1wWih9vf7lYfvt5mhm1bsEyCJB0IatuGJIhTnP694UcJs42AimMxUXbohQnfOLd0XeH+9ZS9imsyUXYo2SbL3YgZaeBY2Xx3opTxknPNuTk5OTk5OTk5OTn3CvdhjMvd5ZefnEZpCGNFmt6Mgs7dYSdfRxQnG3pAGpZaW39JT4ciaZaaG7+eGxrSdKu60vD1btUZonYwdbLT/lQPbgajv72Zlr81KuF2Bw5tjmDZK96maB5HZrYXaBKleWi8iFKKRCsWmiEHKg4Vx+TIqEs3TAmTlCwpTRHrrPKUJaFgSsJEUbQFKs2ihvxYcXS0gFIqqxTWS/jsNo6a/eDpwzU6QUIniFFa0wliOkEySHUa5rNPztDsJTS8cNv+Dbc3UbFp9hImy+6u2t8rnzt5mJbX70+a0vBCWl7C504evqn+7rV/t3r+jfj8yUNEiaYXJaRpSi9KiBLN508e2vb4Lzx7BD9WdIKYNE3pBDF+rPjCs0d21b65yS/d9iMaXkQQpde93rBtH5osEiUaQ2rSNMW1JFGicQzBpZUOby228cKETz82uasUvuGUvc88PkUQpczVeyw1PS43erR60XXHl5OTk5OTk5OTk3MvkFcruw1srlZmm1C1oB7CLgtP3ZMYm36ud6ysYpDS0O3FxP1dBlCwwLYsNJqSbeJIzZqfDn6Z1yqltSmTZbh62M2wXo3sZoOHDozYBHFK1bV4cNzl/bWAVhBjS4EfJ/hR1sc7daeMOLJfDU3Ri3d3jgkUzEwkO04zMfSJognSoBcl11Qr88KUI2MFHNOkE8Ysd0KWmh5XWgFaa4QQ1ByDRAuEgJGizUTBYLWXgOCuVyvbTbWuvFrZVm71/Bvxb/7iTf7o9NVdVw/7g2+9y5dPXR5U0vvCs0f47U89uqv2XcvAkYpuDGGqcAzJ04dH+Nf/4MPXHc+NqpVVHJOqa9KNMoHtKNE8MlXml58+yFg/2kdpzWo33BLZtM4Lp2aZKDvIfjRlvRfxJ6dneXe5l1Vus00+crTG//zZE3l5+5ycnJycnJycnDvObquV5c6hO8i/eukcS+2AKNZ4ScJ8w6flxyRKM1ayqHciIqVwTYPJisPlRo84zVJ5pkdcLq50iZWmaBs8PFXh7cU2XqSwDDgwUqAdRLT9FEPCeDnTT/EjTcESjJUc2kGMH6VMj7g8NFUmSRX1bsSTh2t85sQ0/+qlc3SDhImKS9E2uLDcJYwTXNvkpx+a4OJqj5VOQLVg8XeenGGtF/HWfJvHDpT5zIkD/M17q7T8hI89OD5IV+kEWUWp9dSfnV5QN+9/8bU5DEMwUy1m+1o+7SCm5Jj8808/Qr0XcupinRHX5OMPTfCH373IlbrH0bESIwWLi6s9ltoBkxWbzzx+gJfPLbDai5kqOzwwWSZONU0v5NHpMv/y7z+97Xx1w2SQjvKV12aJUkXBMjgyVqLei/CiGEtK/te/9yT/y//zOr0owTVNRlyLhhfRC2McU/LffvwBgljR9CNOHqvx+WePX9P++ysdmn5MxbH4jZNH+LevnKcXZo6dA9UCiy2f1qbxb7YvgB+lW9KGhm2/meEX2m+/u0zFMemECZ98dOqabbjxC3JOzp3i62cX9rTW99reD+bqtPyYqmvz4WOjO7Z/q+fn5OTk5OTk5OTk3E526xzKNYfuIEvtgIPVArIvwlO0DFpexHI34mMPjrPcDvGiiHaocE1JLXCo2BLHsagWsnLbRTIRnzBRKAUVW5AiGCmaIGC0oFnrxRwbL9PxE0YcydVWiGlk6REfPlwlFZIjY0UqrkmtYHFpzWO1G2JIybHxIhpBmKZYhsA2TGIFXpwgBRyfKOJFinYQM1ay+Ls/eWBwfpgoPvrA2BYdk5JjstrdEGLdi5bJi9+bY7q8odMRJYqKbQxElNdFid+42mK1G7LcCThSK1AtZtfvhQlFS9IOEoQQtMOUgiXpRSlCCGxTUHUtzi93bzhf60ghkGjCRKG1xjElnUBjycxxEqcKrTItHIAwSfvaTAIhBAXbQGuLs/Ptbdv34pSqY1L3+yLRXkStYBH2U/LCNN0y/mH7TpS3apoM234z12juuObghRZuvwZPTs7NUu9Fe1rre23v+HiZH841WOmGKK3phQmdIHN6b8fTh2t849zSoB8rnRBTSo5PFPelfzk5OTk5OTk5OTl3gjxy6Dbw3H/6EX/6owX8frlvG8XaLt4LblFTedfI/nVMCRMlk1gJEqWIE40UCoQkSgGtSFJwbZmlkSmNbQhGSw5l16RWtDlSdTFMybHxErNrPRYaHq9fbdMOY0YcC6lT5jsRiYKCJTlatVnqpYP0k0cmXObb8SC9pGzBe/WAKMlSxUzAsgRRXxNoc2qeBMZcwLBIlMIPU1IFN6vWI4HJAngq09MRQMkEJSRBolFak6rMblJIbBO6odr1nBki01/aXB/KBtK+cPfNzn/RkhRtgwMjFt1QD2w/WTRZ7sWkWjNecvjlp6Y5MlGh3osQaFZ7MYdrBUqOydWGz6vvrjBRsbFNgyhJuVL3ODxWwjYlliEYK9r8+skju06N2UuU2G72WwJem20MUoM+emyUWHPdtLCd0sSGU42G29vv6+3ETv3Z7zS3/WSnlLlh9ppWtrl9NKRpxGwjIkwUjin56LEqv/HRB64bmTPcvxFH8L3ZFq0gxpSSkgXL3YQwzbSHnjxY4cPHxzk2XtqV7Tev1dm1Hj+4tMrZ+e6gvZPHqvw3H38wjxzKycnJycnJuW+5nRIGObdGnlZ2l3juP/2I//vUVaTIqnVFu9QZulOOoXVMAUn/ghI4Nuay0AoI0my7YAmCWJMCrpFFpXTDmHagODbm8hMHRljuRsw3A37pqSk+9uAkf/7Dy7z89iolx2DEMZhvBIR9p0fFFrQjPbjeRMmk7iUkOmt/pupytR4MHCeuAcEmMaLh7c0IYLRoUPeur160k32H949s6u/6difS6PXrFQwafjo4Z6f213WR1tls/+3O3+t6KFmCXqwHtlzuhPRizagrOT5Rpu7FrHZCPnR4hAemRrAMgSkED06V+2PSXFr1iFJFnCqiRHG1GXCw6uBYBpYhGSs7/PqHD+/qIb+5glPJMQfRF+sVnxaaPn9y+jJ1LyJO9TXOp+Hzz823+Ma5ZR6ZLnGwWmC+5XN+qccvPDHF4zNVrjZ8Tl9q8JHjNQ6PFrna8Pn/zq8wVrJwLPOa9s/MNfjfv3meKFVIkaXktfyYX3pqhhMHq9dcb6EV8OZ8i0enytRKzjXOszBOqPdifvaRSQ6NFq4Z706cmWvw/HcuUiuZVF3rmvHttb07yTffXOBLL1+gWjSpOiatMKHlJfxPn3l4WwfRH3zrXf7tty5SsCRFS+LFCj9W/PNPPbCtg2i4/R9cbrDUiZFA2RZEChKl+cIzh3juVz+04/nnFttcrgeUbJgou1xtBoPntGtk4vVKw9//0DT/+h/u+Bl6Db/3ldP8xx8tIUXmSL7V9nJycnJycnJy7nV2+u6fc3fZrXMor1a2z/zxDxYQAhxLYpm7N6+9uQQP2UvF7URuKkWvgE6kBlE5GrBtA8MQmWC0zqJbFIKSI+hGCj/RaK2ZqTlcbYRIIXhjoUPJkZgyS3UL+94NARiGseV6frrhHInSbP/miJphp1p4A9VqDdib2r8Zhh0xsd46H+2+Y2j92Kz+1+4Z9hHuVK1NsDfCvjGDFBa7EV6cbYd922oNSHh7uUe1YCGFpO5nUuK/+ewxRksOPzEzws88PMmnHptmouJwfKLIZKXApx6b5mcenuRwrXDdik3DDFdwGq749K13lrhU95BCDvpzqe7xrXeWtj3/rcUOjiWYW/M4t9Bhds1DoHnl7RVePb/C315cI9GKUxfrvHp+hW+9s8RKN6TeSwbtn1to8+9eOc8Lp2b5N994h+VOgGuZlByLINH0opS/OrfEq+dXeOXdFRxLEMUaKSUNPyJJNXN1n2rB4krT50rT52ojs2e9l9AKYi6udndV4QqyD9Gvn13ghVOz/LtXLmCZMFp0kP200WrR5NxCZ9BeohR/+N2LvHBqlq+fXWCh6V+37TvJi6evUC2aWd8Ng9GiQ7Vo8uLpK9se/+VTlylYkoprYRgGFdeiYEm+fOryrtpv9BKyZE3Q0sgEqk3JV88u7+r85XaEFJBoiWEYW6IRhZA4psSU8JdvrdyUPf7yrRVMCY4p96W9nJycnJycnJx7nZ2+++d8MMidQ/uMHyvMvb7Z3w2G+mgKMXBYaDLNGa2zsB+lwJKSVGkkAq01Tx6qMlK0mC47NPsaOd0gZsQxcSyDqYo7aHs7J4qx6frbBVfJof6NuDd2/ghxY6Mbe5yT4esPn//wZHnL9k6Oor3eaHKPJ2yOQhqxzUF/gv6brxclFAxJlKiB/lHV3dA/qvciSs6GBFknyISwO+FGubSSY1LvbXbhXZ/h9obPPzvfpupaFGxjV/1ZavkEUYoXJxRtg3aQsNILWeuGjLgWa52Q84udwfZiOyCIU7wo05tKlKLhxby/2mOi7HCl6RMlilRl9gjihFTpwfndICaIUupeAMBKJ8QyBSvdkDcXWlxe8zGkZK7h8+ZCi6W2j2NKZuveruy1/uuKH6VMlB1WeyFr3YhOkNnbjxRVxxzoS9V7IeeXugN9HD9K+ca5pXvCQbTUCagOzXXVMbMUsG1oBTFFa+sCL1qSVrB9ab7h9hOls/tRQNk2KFgGJUvSC7dPKB0+P1YKU0Laf+BtvnddS2KbEtcU+DdZXtKPFa4psnb2ob2cnJycnJycnHudnb77fxDY/MPtvfRD7J0kF6TeZyyZRb1E0e61aGAj8mOd5Da/R0Tp1ustdraKIs3V/etvh4r/45ULQLaAhIR/NneaKIW1XoIErjQ2jtdAw9/64tYdCgVabG+93vD4OzcKHQKWOjcWdUr2MhlAbyh0achcvLXY3lN710QO7XD8rcz/SnfjIayA91Y6BFGK1hrbMjg736RoZREbRt8LNlayudrwWekGdIKE5U7Ict+m3353mYprEsUpc3Wf1y6u7aiJM1ayudLwWO1EdMKsAptlZs6qF07NMrfmUS1YqLbGi1OKlkEYp8y3Av7Hr/wAL0w5PObimpmDquHHJInCsQzm6h7dIKYbRKRa8Mffv0wQpUih6ERZBE+9G2VtOtm6We4EaK1oeimvnl8hihWBUrw530IaAi9I+hFukjcXWqQaelGKa2VOySRVrLQCpCFZbUe0g4goTqmWHIqWiSEjrtR9bFsO7OWYEi9KeeHU7DWaRLNrPdJEcbkV0PQi6t2Ipoy50vAwTUmSKGxTUrBMvv3uMsudkCBKaPkJc/X3qRVtTsxUOHOleddDdacrLq0wYbS44cBthQnTmxzEm6m6Fl6sqGyK9vNiRXVT9bEbtW9KQawyIfh1glRf84XkeudbUhKnCqvvxd+cwhnEWZphnGoK1s39dlKwJFGqKWzyZ0d9zbWcnJycnJycnPuR4WI38MEqZrM5LW6i7NALE75xbunHLi0u/7a6zxyt2WjurH7Q3WA9kCYhE4l2ja1pajsurCGtK7mT9tVOBr3DBv9ARIf1sUQWJRGkULElRdOgF6W8vdDh6Gj2sJsZcTl9qUHLj6k4Jmh4/XILrRUVx+TCcoevvbGEEIKD1QLL7ZAvvXyBtxZa20ayzIy4fP9Sk1YQUXFM5lseL59boWgbTJQdqgWTH841WeuFFE2D+abP6dkmjiU5WC0ghOAv3ljmwkqbimNiS8laLyJJFbYh6AURvSwrjpKdCWg3A40XxpRtE1MK1noRvSBGa81yO2SxHTJWtBhxLcqOwXInohsmuIYkShWtIMWWgqJpMFqwaHkxfpyilMqillJNxbGwTYHoa0ZplXnxLEPSChK00tl4mz5/9eYyBSsb73zT5/nvXGShGTBRdji/3OUvzy3R9CLGiza2maXMNXoxZcsgSjSzaz6OCRXH5PJajzOXWyBgvGgTxCnfeWeV1y/f/VDdz508TMtLaHghKk1peCEtL+FzJw9ve/wXnj2CHys6QUyapnSCGD9WfOHZI7tqf7JsDW73NE3pRQlRovn8yUO7On9qxEZpMIUiTdMtTiatFWGiSBT84uOTN2WPX/vQDInS+HFKmqb4cUqiNL/2oVyMOicnJycnJ+f+5OnDNTpBQieIUVrTCWI6QcLTh2t3u2u7Ik+Ly8gjh/YZ07IwiW66Yta9yjWCyWKrf0dLg811wnYKfFGbqnNJri82PWh/h/butDPuXs8Q2TxfXqKxLUlRgGkY9OIESxgcHHWpFjPv/kI74CPHa4NIHwQ8dbiCQNIJE5baETM1B0PS18RJqRZN3l7o8tSh0cGvBOuRLAvtgJPHRweRSH6seHS6TJgopBCMlRzGyzZ+qOhZCfVexEghq4AnpcQQgvGSxTtLXVp+QqQUM1UHLSTdKCHRAtfUOJZBqrM+WUqRakGcaiYrDlJkESktPyKMU6oFi4enRhBCYBqSomOgtSZIFKYUlCywTAMvSZkZKWAbgsVWwF+/t0qQKmZGbEZcizBVuKYBItOd6kUxYaI4VHMoOyadMMGPFI9Ml/qC14LVTkStZLLSDTgyVmStF+HYBkmqEVKSKEG5YKCUphenWJbk6JhDkEAnTOjFKdWihSEEQkrKThb9cmG5O5jz/awQMdzWTpXZ/uunp/nqG0vMrfUYLzn81sePbBGj3tzekYkK/yhtJp0AACAASURBVOjZw/z564s0/Kxa2T/48EGOTFS2jbIaK9n81seP8I23VphvBzxxqMbTh1Nem23T6Vc9/EfPHuJ3f+mJbcey3o8XT19hvh3w2PQIzxyt8r3ZFg0/ZqRgXVOt7OSxKp95cntn006si2L/6Y8W8PoVK//hRw5uK5adk5OTk5OTk3M/MFMr8PMnpjlzpclqN2SsZPOxB8c/MFE369INmyk5JqvdXZQcv4/InUP7TCdMeGCySDtIiFKFF6Y4EiINBcsgShSmIRBC0PaTQUn5atFmdVM60HqVm3WGnTNFSwxEh7dj+HgptoogO6bYkso2vH+Yoi23pFoVrK3bZdugE2w4hx6cKPHeSm+w/dBkiYWWT5woUuAXTxzg+7MNTAm2ZfB3nzrIl//mEmGaIoADIwUurnkD59Hx8SLvr23oubiGIOjnegngyFjhmlS4zZSG+m/JrQ6e9apJ6+2tv+SvM2zPyYrNXH17TZXtsI1MePt67Q0zPP87sbm9yYpNw4vQOkvB+a2ffoCz80201sw3Ao6Olag4FkfHC4M5r/ciDo8WOTpWAvqpZH0bfPLRKd5d6jBWsPDibBBenFJ1TOr+xprd/ACt9yIOjRY4Mlbc2l5/jWjg6SNV5tZ8jo4VmW8GHKxupCHVvQClNaYUnDw2xqmLqzR6CdWiyccfnOCF1+ZQSuGaksmyQ6MXoaVASsHRsWI/LcggShUnDlbpBNm9ZshMM8uPU6ZGXKSGg2MF5us+SoDWmidmqqx1Q+YaivGyzYmDNfx4DUsKxooWWmYC6EqnxCkcHSuh8ThQsZmouHz46Ng14+2EmRNkfVtojS0FvShGa5deFFO2LUwDfuHEDGfnmxSMTDT8k49O8caVJlGiBsfHqcYQAkQ2gQtNnz/5wRXq3TBLmTIk55e7u64ut5mFps+//+uLXFjq0IsTTCEII8WDUyUcyyRKFO8ttbEtgxT6+xMenS7jWDUsQ7DYjlho+jesTPeV//6nt+w/9f4acaoJ44T5RsChsQK2KQeV8r74K0/e9BeMn3tiZtvKaQAvnJplouxsFenX+pa+DDz3qx/KnUE5OTk5OTk5P1bM1AofGGfQMB/0tLj9Ii9lv8/80v/2Ld5b6RGr+z+1LOeDgSkYlNVWgCElBdtgzJXUfUWiFKaUTBQN1rwUL04xBEyVLUoFF9eSLLYCojihFyuUztobcQ3GKwV+8lA10ySKUuYaPkXHwAtTjowVcEyTThiz3A7RaIQQTFUcljshfhTT8tNB+0opglQjgCBOcQxBqWBzfLxIy09YavaoezFSSuJEYQhIySLYdD+XUwOWIXAsyYhtEKQa18oikaYqFivdhHaY6Re5pkBLY+BYM7QiQVBxMgeIRmNKA8cSeKHCCxNcW1J2LQwBbT+mXLCoFW28IKHsGDx6YAQNLHdCipbBTC1zFv1gtsH3Lq1wcc1Ha02UKKoFk6lKgZGCzaW1HvWuhx9nlQSFBNfQmKY1cNJZAhKdpbQVbZMjoy4nDlb5F589wR+dmuV7lxqMlixc0yBIUhq9mGeOj/L5Z4/tab38/ivn+fMz8wiya631InphwqNTZT720AR/+/4q7y51KDkW4yWbtV5EywupOBbVkk3BNBgr2/ziE9N8/tnj/NGpS3zn3VWiRA/WWqoVh2ouTxyqcW6+lWktCYNYpyw2AxpezFjJYnqkgGkILCn55GOTg7HcapTU5vNn13q0uiFvrfRoexEjRZtnjtY4+cA4f+fJ7R1KO13/m28u8OLpKyx1AqYrLp87efi6zqkfN87MNXjp7AJL7YDpEZfPPjnD00dH75vr3W7ut/Hk3Dvka2uD/YzEvRvt32nut/HsJ8O2sQS8Ntu4a/fZrc7Vvfac2Kk/e+nvQtPn37/6PhdWuvTilJJl8PBkmX/8iQfvi/Wcl7K/S0hSotwxtGc+QBI+HzjMvki6l0CYQMmSNHsx766GdP2Y0YJF1495eyWg6cWUrEyD58JayHLLY6xgEUYRC52YKFEUTUGSKuabEWEYUnFM3lvu8bWzSyA0B6sFEJqX3ljivZUuFcdEo3jjSibiXXFMgjDhR5fbJGnKWMEiVSlXmyFhlFCyMufPai9BKE3RNGj1QhbaMQKYLtsInaUiJikUTUGqM0cRQNU1iOKUK+2IMIqZLDt0gojvz3XwooRjo0VMQ7LcS+kFESVLEkQxy92EomXwE9MVvChluR2h0Yy4NoaEdpgJQltS0AtTWn6CiaZgSkxD8P6qx2Lbp+KYFCzJu0tdHFOitGZurc0bV7ugYcQxMaRksR2hVMqJmQqWVLTDzMnlGBDFmmYAfhhTK1gIrVnqxKg05VDVxTQEF5Y9Hp7IIrPeuNqiVjQpWGZW/c0yqRVN3rja2vN6+c9vL2cRPqbE7UdfCQHzTR8hxODfKFG4loEXJsQptINMr0ppzeyaxytvZ6XbT12s0/BipBSU+o632TWPtxY6TJQdzs23mV3zCZKUkm3R8mP8OKHhxZQcEykkTT/ib99fA66t9LbXym3D57d6IS+dW6bZi6gVLHphwtfeWKLjbR85tNP1v/nmAl96+QLdKOHgiEs3SvjSyxf45psLe56L+40zcw2e/85FumHCwWqBbpjw/HcucmaucV9c73Zzv40n594hX1sb3OpnzN1u/05zv41nPxm2zVsLLb708gWW2+Fduc9uda7utefETv3Za3+X2wHvr3kkKvtunyjN+2sey+3dZ4rcD+TOoX3mUuODU67vXiJ3pt0+NqfPaUAJOUgnizUYhkG8absZZOlSBlmVOT9VeAm4pkBIQUymzVN2Jau9lE6YsNgJmKk5mMLINIOkZKbmsNQO6IQJQkh+8vAIkKVeNsOEo6MFHNPATxVRAmU3K2sfKI1tSiqOpBuneEnKajeiYAps0yBFbHlyJZtci0JkY4hV5nBMkBiGQaolEmh4MYudED9W2AK0lgRKI4XEMbOIn+9fbtIJk8yplmSl7sMk044RUjBVdTEMyUTFwbUtnjo8ysFagcNjBZbaEZ0w4WC1yGdOTOJFKavdkDeudpgo21QLNimC8ZLDaMHkvVWPv35vlcuNANeEsmuSiixiR5ClIsY60yUqWIJenHKlFZCmikemilxY9QbjRg+5WPtRRnul4UfYhsAyJEIIJAJDMCjF7kdZ1JYUWXps3E/vTBSs9iK8OHMmXW5kfVvrRtj90u5CCLw4wTZFvzKYIEgUtinw4jRrT2Upc6kCIbLzlNK8u9ThhVOz/OF3L5IoddOCgcOCg28t9xgtZpX7YgUjrsVMzeEbb63s6vzh6794+grVoslo0UEaBqNFh2rR5MXTV/Y+GfcZL51doFbq20ZKRosOtZLJS2dvj+PsTl/vdnO/jSfn3iFfWxvcblHa+0309n4bz34ybJu3F7pUiyZhkt6V++xW5+qlswvYpqDRizi32KbRy77f3a3nxE7Prb0+1146u8CBqsPTR0Z56vAoTx8Z5UDV+bF7DubOoX3GjxSSTGPGNnY8/AOLObRynB3Kd+1kiw+areQ9HOo03LWKs9W4tUJW7UmwISqebvLOFS0DROZISpTmyYM1Ug0jjkHBkjw0UaFasBgv2mg0n3x0CteUTJcdvCTT1PEjxXTZwbEkn3x0iqmKw0OTZaYqzuD4I6NZStWTB2v9KlwWRcfkw0fGmB5xGSnYoDINoFQrCrZB0TGZqrgoDa4BlgEnZqpYRrYthOChyQqGyCJw4jRzaARx5uxBk0U2kTmgpAEfPjKGKTNHBxoO1wqYIrNJt1/tLEwUlikpWZInD9awzUx/qBNl4/XilOmyg9sf74ePjfLEwRrHxkv85rPHSLVmsmwzWrKZqriUHAPHNDCk5H/49CNIISjZJlXXZGakgCGz/mvg2FgZQSa+bRkGzxwb4+GpETSCi6uZIPWTB0doBTF+lGaaSlFKK4h58uDIntfPWMnOKnalGq2ztLwoUTiWRGuNY0miRONamX6TQpPqzEFlyiyqrBv0S8kB42WbKFFESdY3L0rQGkYKZn99WmhN/+8aSwoSlelNaa1peRHL3ZBCv9JdvRdxfqlLvbcR2VNyTOq93Tnm671oS9n7thcxVrQo2ibHxkvMVAtMlx2WOtv/UjR8/vD1lzoB1aH9Vce8bns/Tiy1A6qbcvkBqq7F0m36Ve5OX+92c7+NJ+feIV9bG+z0jL/X27/T3G/j2U+GbdP0I6qOOdDvhDt7n93qXF1c9VjthsSppmiZxGmmz3hx1dv55NvATs+tvT7X8udgRi5Ivc9YEkKVpbvcz9Eww2LJUXLj0UY7VCPbaf+9xo3Eu+82w11rDpWCW2j5g2M0sNDa+tBrh9nLuwaUgt//9gVSBV6YOcXOXG4iACmyknP/8mtv0gkT6gWTR6aqABRsScuPqRUzEbeKYzHf8vBjxbffXSZIFJcbPrYpOTvfBA1rXgQIfjBXJ1UaoTVF16QdxP0PIYVSmuVOkEWcpBop4L2VDmkKMWAb2X4tNgTL35xvEfZNYEvBSjcEBN1+JMzX31yg70NCAG9cbZMOUkM1V1seidboRIMl+ctzCzS9mLoKkULyV+cWiBMNKJQW/MGr71Er2BwadbAMgxdOzWIIwXwzACGI0hSlMm2lWtEeOIaaXsyad22dw798c4GkHwnlWoIfXmlQMA2KtqRgZWlln3psmtVORN2LaPkpliE4PlbkU49N73LVbPBfPjrFn5+ZJ0pTRApF2yCMTQ7VXFp+xOFaJv5esEyCOMWQAkNoirZBojRSCBzTYLKSCYw/+8A43zm/QpQovCjBNCSWAY9OVwB47ECZH11OQGeV36rFzFlUK5p4UULLj3FNyYhr8er5FdpBQsGSXFr1GCtlVSX2Ihg4VrI5N9/ircUOTS+iGyR0gxghJWu9kIKV2fZgtXjd8682/EElvoprMll2mall452uuFxu+niRIkgSXNPst/fBz1e/VaZHXFpBzGhxoxpIK4iZHnFvcNYH53q3m/ttPDn3Dvna2mCsZHOl4Q2qt1Yci4mKzcF90hy53e3faXIR3+sz/H1hy3ffqy0KtsQx5W29z4Y1FoM4HRSfgZ3navP5Sy0fBdhRSpimOEb243PBuju/8E+PuMy3fMJE4UfqGnvutH+79hZaAWGS6a8WreyH3B+352AeObTPTFayG0xxfzuHhvlxGusHHWNotgyGPH1663xaYvBnUg2G0MRKE6SAyiKRXNPgciNkpeuhlMIxJS0v4cRMBaU1lgnnl3oULYOKY1JzTOYaPmGSUjAktgndQIHWuIYgVZpWkPKTByp84pFJPv7gGEFf0NhAI/reOaPfv/VILtkfn9jkvYs2eTKl0JgCkk1/U0Npd6nSg/tXaxgv2BRNmaWimYKyZYBS1HsJSilKloEfJVxuBBhCM1awWOkG/MUby6SpYqLs8MhUiTUvohtGWAKCWNGNUp6YKQMwVjS5XvFBc5P941hTMCR+nHKlHlB2sw/kmVqBXz95hGcfHOfEwRGefXCcXz955KYE9H7lpw7zU0dqSKAbxtiG5GcfnuA3Th7hxMEqv37yMD/78DiOKemGMQVL9h1VBlGakihF0TZ4YiaLWvrUY1McHS2i+tFBFdekYpscnyihtOaBiTIV26TkZDYeK1pMVhzGyg5elNANY0BwoFpgxLUYLdpcXvOZXeuhtKYTxHSChKcP13Y1PkvAN84t0wlixgoWBdtgrZfgRzGuIeiFCXP1gGeOVbc9f2bE5fSlBi0/01hq+TGnLzWY6X95eOZYlbm6Ty+McaSgF8bM1f3rtvfjxGefnKHZS2h4IUopGl5Is5fw2esIf3/Qrne7ud/Gk3PvkK+tDWZGXL5/qUkriLJnfBDx/UvNwTP+Xm//TvP04RqdIKETxDf1mXw/M/x9YcSRzDV8YqUpmIKWH3N+qcdHj90eQedhjaEDIwW+f6nJXH1335+Gzy/ZkstrHk0/xpLZd8DldsBU5e44Aj96bJTzSz1afrytPXfav1177y51afoxBUPS9GPeXeretvm5V8kjh/aZ8bJLJ0zphilK506TnHuPXqKRZFFuiizSbTNDm2ght/x1S5CYIYm1ZnokS5VabkfMt3ymR1z+q6dmiDWsdkOCWPELT0wRJopOkOA6Jh86MkLLT6n7MYZhcKjmEqSKXqyoFCyOVl3mmgEvvTFPkGg+cqTMO8s+y90IYUDNFCgt8RNFwTFwpCBKFa1+5NO653s9dU6SRbz1onTLGNarlW1m/W9KQ7lg0Y1TjjsGCkkvTkFIxooGUgq6UYrSmvGihRISP1VoBAdrLpebAR8TAsM0OTpWYKUT4ScK25RMVmySfi+vNK9fNl0JgSRzWCn4/9l78yBJrvvO7/NennX3PdM9JwbHCOBQAAmQIKXlIVEHBcm7ETYlmdRuSA6HGPuPZYX3DynCjrD9l+RwmGFvrI8FY8PctZchrChpdY0pgiBxKEiBAAEOMJjB3NM9PX1W112Vdz7/kdXV1TXV13T3nPVhIIadlfnyvZcvM1/+3u/3/eFGMSlDZyxj0ejyCtvL9KEHCylMQ1uXev7zJw90Us8X6z5DGZMgUlxdrjNdahK3PSZNA4YzBkdH11amspbO8dF0pzw/iLiyVOe92QpZS+foWBrb0AiiGC+ImKu4HBpKY+qSllcmjGMWay4LNYe0rpO1NWbLLU6/P9fJPrHdtv9ouszjBzL4gaIVhkhNMpLR8SNFM4hJWzonD6Yo9vHiApivuTx7fKiz6luwTR4dzzJfc3kaKLZCnjmc50bZoeFHZE2NkweyG5b3MPH00WG++tkkrn/1OfEbzx7Zt0wnd/p8+82D1p4B9w6DsbXGfM3luePDHW+PQsrgsfFc5xl/r5d/p5kcSvGLTx3gzGyFYsNjJGPyqROjD0R2p93SO19ImybPHMlTa899h9Imzz8ysuHi4G7p1hgCODKSeEQv1BxsQ9vyWvUen0tZHBoOafkRDS8ka+kcG02T6QnFulMECn7pIxOcm69Tavm39OdWv/cr7xeeGufD+QYlx2coZfKJ48P7dn3uVQbGoT0mn9IZy9ocGdYwdcGH8zX8WLX1ThItDSWSju/+KNfl+lAtSxN4XUIwKUN2BGHvBmY749UqOUvHCUJUDAj4zOPjvHpxTcC13wf3ZmQtjYZ3+7FlW50va2o09jB2zdQEfnR/Pi0yhoYTtOMeBRiaxA+jRCvLkEzmba6uJPHDEhhJGyzWvE7/PnNkmA/mqxgogjjRxAGII5O5msv/+p9/HFhzRQWouyGjbS0bSFLVHxvNAILPPTHB19+4wkjKwIliTk0N0XBDrizXafoRL3x0ir98d5aqD08czGFoiahfztIYz9s8e2yEs3MVUpqk5AT87mce5b956V2khChO0to7fkgcKxTwpWeP8H+8egVJ4nFk6OvvLdsQ+KEiTqLm+N3PPHpL/b5zbp6MYdMIIn75qUn+7tw8WUOjGUScmhpaq08rieOutHyOjKRJGTrjeSsJofJClusesVI4QYwlwTISMe+ys2ZIODqcZq7qEAQxkYLhlIkmBZYuQez9GDwzW+HwSJonp9Y8XepuwJnZCpNDqVt+d/yAG2WXQtrg2GiKlh9TcXwq7WxfvfuXmknmsUJK53MnD/DDK0WcIORjR/OMZCzemS5jGhqFlMHHj45QrDt8uNhgqepwdDRDqeVzs9zi8YksL3x0iqYXcma2ykTe3tZkdLHmMlVIIWVimJurOBwZTtPwI365nW4+jmPmqv2zd5SaPoeH0+vcsmOVxN2vln/q0BA/fWRk7fdNynvYePro8B394LzT59tvHrT2DLh3GIythFLT59BwqvMhDeuf8fd6+XeDvVycepDonS+8dnGJnJWh7oV87okJYH+vfanpM5a11m07NJzCMiRfef7Yjo/PWJKRjEUhrfjYkWHcIJELKKTujnGo1PR5crLAR6bWPJ+6+3Or3/uV95GpIT56aHhb+z+oDIxDe8xTUwVSZiOxErf1NTQZkbZMGl5IpBKtESHl+niWXnpVhXf5DbhTY82tBfSWoFBxkj7clIkuyW7YbXyjJm/VQepG7bEP1+1kgdq0PO6cl5ltSBpeREBy0mFD4vhRkg4+inGiNSOa0Y5pku3+1drttjSJG0SYXULkVS/kQFtnZtUVNWfrjGUtwijmb99b4MmpPKMZE10Kzs/XeaodejSUNqm6AUN24pq6VHfaIs4WUiTeOU03RCI4PJzC1hNNI7s97tK6TsX1OxpHAK4fYRk6uhDoUuKEIVJKam6AIPHC0aW4RVw8UgJNKogTw1G/+mVMg7oXkG8L++VMnZoXkrOMvvWxDY2ZlRY52+iI+Hmhz1DaoNjwMLTEw0mT6++E1appQuKqGE2CaP/PCyLGs9kdXPntUWr6SAGXphsdPYSjo6nEoNj5XXBppkTdDflwocFQSqPcCrhSTNLRHxmxma24ffdfqnsUUnpHnyiMFZoUvPLhEhM5i5mVFqNZk9myQ90Nma8nKeaDODGi+WHEeN7C0LVOtg2gY7zail5tjYxlUHcTl+9VNtPa2EpfYaDdMWDAgAH3L/utoTPQ6Hl46L3WOcug6vrrjCn7ee13O9Z6jz+YTyQCnCCm5ibzw0PD2buml7VV+3ba/sG9mTAwDu0xL5ya5L/65tvMVf11oSt1f70SfNBjGOo1bHg9As/OZpaPbbBbw0Ovl0y9y8vHj+Dvzi3s6ny1XXgNweaGIYCmv7deV73XZ7fcSR+kpUaw7u+KEyDb2bn8GFSksNrC6l6omK+tWcwFcGmxRhBE+BHkLcG15TqhUgRBxAunJvnmm9NMrzQJo5jZikul5VNzA4JA8cFclZGMQRjBzXKLy4t1/ua9m2hC4AYhoRJ893wylkazJv/Fzz4CgBdEOF7AUt3lerEBKBpezEoz4MJCHUMK0pbOpx4Z4dULi+iaoOaBG4VU3TUvHIuYNy4ud4wuQaQ6qdhXCdtq1BEwZmu8emEJQwjmKw5hNqbpB8RxxHzZYUEoLizWESSeRuNZi2+fnWuLeQs++cwIsVLkTI35covrMbx3s4oEMib8wlOJp8pHJvO8M1vDd9aHHing8nKz83dKwkrTSzyHNMGR4f6iybtBoHjtYpEgUAQqwhAa5+YrHB5O8803pzk3V2W21ELTJGE7U0XDCzClRhRreH5Mw/EYzlmd/VeaPlNDiWbQ1eUGSzWXnG3w2sUlZkotlusucazwgoiFmsPZmxUsU2Ou6lBr+jh+gKbpLNU8wigmpUvmKi4XF2vkUyY/++gIh7s8eXrpFlQcThmcna0yI1tIASqOqbV8ToylieOYqhtQaYb8xrNH+pb19OEhXj63CCRZPppeSN0N+dSJUSB5B7z4+jUgyXKxVXkDBtxJuu+FkYzJ04eHHtoV/0FfDOjHVs/4e738AfcOTx8e4lvvzFJqVDph86VWyGPjiR7nfl/7pw8P8a23b1Bq+etkAr703PbmI73He0HIctXl0EgGpcAJQpquvGv6Ur39a2iSkazFlz5+uPP7Tu613fbXg8JAkHqP+YsfTzNTWW8YehiI7l7E24BdEsfrs69FSmHp/V2jQgU1N8KN2pZlIVioudSdgJxtMpZPMZa1uLzY4PT7C1xZrNNwQ5ZrHrOlJteLDc7drHNursp8zaflJ9pc1VZI3YcgbKcwB5brPt/7cIHXLi4xW2pRagVEUUwYxzS9uKPBY0pBpBQrzYCFqgMIpOo/IKM48XKz22Zxxa2GuThxGkIChwo2oEhbWpJRzAmYLrVYrLn4QYyUEkMKFAInULhBhEBgapLhlIatS4oNjw/nq7jx2rlioO7DT6ZLjGUttG0+iSNoqw+BYWhUnGDzA26DaitgruwSqJiMoVP3fS4tNqm0EvficsPj0nKTpheSNhOdIMdX+FGEbWi4UcSNqkfLDRnLWh0NoWaXPtJKwyMKY/K2QdMLmKt4hFGS8aLeCqi6IUEQkzV13CAZG34UY+uJrtR83cfxEs8sN4j4yzPz3Fhp9G1Pr6CiZeigIIwinDBmOG3yMydGGc9azFUdspbOVz/7yIbhFav6CilTo9jwSJkav/jUgc5HZaLd8QhZS99WeQMG3Cl67wXHj3j53CLzlYcv5HHQFwM2Yqtn/L1e/oB7jM4EW5C1DSYyBleW65x+f44PF2o8fbiwv9e+4x6vev6+3eMl62bPOy1vj6k1fa4Xm1xcanC92KTWXHPGmBxK8fThAh8u1Lbd3w0v5PpKi4uLNa6vtGh4D59e5MBzaI/5k7dvAmvhN/epLM2WaGJ929KGoNWl2CXFeoPDVmFTpra/6eyHUjoV5+G7wbdD1k5ShsdREiL4m584xv/7w6tIoTA1SSGls1z3OwaTY6MpVpo+jp+Elf36M0f5cKFG1Qm4VmxwZCTNfNUhjGKCWFIwNLwgxI9BixVHRlKcnasCyTgZzVjUnETjCAFTw2mcIGK55vL+zTofPzpK1Q0I40SbKmVqOEHy8NclTA6nqbshThAyXXL45z/3BH/xziyiXb5ohy5BEg74yHiOYtNHOT5KSIbSBpWWTxgpdCkZyhpEkcKQglBIPn/yAK9dXCRlahy0U5yczPHSWzNYpmQ4bTKes7lRaqHJkBj45XZ2l3LLo+wE/POfe5z//j+eTeorkjbGcWIgmi57SCE4O1dHa7dHSrnOUzDd1htTgBvCWM7upA+92uVVtFfMlB1+ajJH3Q1oBRFBqDg8kqLmRkghqAcxhws2XqhwwsS4Z+sChCBSMXEMGVPDjWKkENimzskDGcqOj6ELdE0ymjFRbYNYw4so2DqWIXCCGC9SFKwkp14QKUIlMDSFQDCRT1FuhW1xcYEUIsmSFsZ8MF/v255eQcXlhsvxiQwF2+Tj7QwUdTcgZWp8cZuZebbSVxhodwy4F7lFXHSHIZkPEoO+GLAZ+62hM9DoeTi4VXPR481rJfKavC3NxNs6/1CKJw/mO9u6VfmBTwAAIABJREFUNSR3enyvJuROy9trXr2wSMkJODGewzYkbhBTcnxevbDIl58/3vYOrfJTB/M8e2xky/5+9cISyw2fE+MZbF3DDSOWGz6vXljiy9vQaHpQGBiH9hg3ulUu6EGkV4JI9GyIeyxBWxmH9tvzyL2LYt73Okopwva4XdXYafhxO4V6oguz2nsxiS6OUgJTE5SaIUIIohgKKZ3rKy0+C7SCCF0XnesaKoEUiliJtrEmMTQplYydtq55R4YrihQZS6PlR9Tb2cdsPfEeibw1BanVfyOlsDVBo62L48cxWtswpEtB1BajXjVoCsAyNMIYPnZkmL+/tIytg6lrfPzICNOlBoYQVNqC0tMlh4JtEBIjhMAJY2xd0vQjxoEgjpI06F3jrGAbHRHiYG3haB2re3uRwtRACIltrDcOCbH+/rG05IXleBFZa+8f4UJAxtQZb+tHnb1ZRRMQttO+CQXZlE6k4NTUEBcW6ti6IIghb5tAQFoXRCppbM4yMKTEMmI+98QEr11cwsvbVJ2AmhsgheDwsI2h65w6VODCQg1NSKSUHBvNMFNqYkqJHyu8KCJSiqwt8UPwoghL0zg6mqLS6u9F1SuoWHdDCnaiGbVKxtIfOsHBAQ8f/cRJH9axP+iLAQMG7De9z5nrxRaahKvFJmGsyNk641l734wru33O3TJ/8hIZig/matTdkJytc3Qk09GkvNOcnauhAXPVFo4fkzIlOVPn7FwNSIxbYRxzaXFNQ3MsZ27Y3+/frGJoiYxEK4hIGxo52+D9m1W+fIfbdjcZGIf2mNWPuAfVY2iVXo2frTR9tjLN7Hd/ubvUbHqQqbbDfQSghOA75+aJYggB4vWaQwBXlptdhj7FN35wDSmSrGYZK9GRCSOF40U0fZ+FmtMxBoVxzOXlesd46MVwbaXZLin5b6bcQsVJeFneNvjcExO8/MECi3W/LSy+dvZo9XiVjCEJ/MGf/YTOe0opgi5LZQy8cWkJP4px2xab02e79bIi/vb9eQAMAVMjKV67uESx5qFUhBsqbpYdoiii7oMScM4PCUMFQmHrkrM3q6RMSRTHoATffHO681zoNwy//sYVUIlhGeJb9MV6760fzyQZ4LIGPDax94LUp6byfOfcIsWGjxuEeEGMqUsODSV9gYC5souuCc7erCAFLDcCAgXlZoAQYGtwbDyX7I+i2Ag4mLeIVXJdP1issVD38IIIlKDcEIzlbN6frSAEVJ2AfMpguthEKUXdi9F1wY1SizCK8YOkP68sNjB1jaG0zlDK5JtvTt+iHTKSMTk3V+X8Qp1Ky8cNY2xN4EaKi4t1htImlkwMgC+9NcOBnM1vPneYL3xkYy+irbRKXvlgnpfenmWx7m6rvAED7gQDsc01Bn0xYMCA/ab3ObNQczg7W6HUCjg/X8PWNY4N2/zM4xN35Pywc0Hq2XIrSbLkBUyvtFiqOxiahgA0KbhWbPLZx8f3pf5b0XBDbpSdRHJCxehCommSI8PJfOzqcoMfXlnheqmF54dYps7xkTSffrS/5lDLi7i8WKPuR/hxjCklOVPjsQP5vvs/qAw0h/YY7WFwGxrwQFGwJIZoGy+CiIyhberl1fvQSBsSP4yYKbk0vCTrk0BRcSNQkDGSI2KS+2M0bWF03Sey52RSKaIYnFDxxEQiuOx6wYZ1Emq9R1B+C28aWxMdw9BmBAqKVSfJYqVirq24ideKpWNIga8SY4+OIlYKPwJDKFK6YLHm8v5snaPDiQbTZg/akZRxW96GjQDOzpZu48jNmchaXF9uUGx41N2Iphcy19bhyFk6li5YqrvU3ZDZSou6G+CrZPzEJNeiGULD8chZeqIp1fSoNH1Ovz/H+bkK5+ZrRJEib+nEKBbrPrOlGjerLVQc4YcxXhhRbLh4XsxqQKglBaotFh4DhkwEEW+UXLImfbVDDAEvn1ui7gaMpAxcP+TMbI2W6zOSMrhebPCd88u0/ICpvE3DD/nady/zygfzfftnK62SVz6Y52vfvUzDD7dV3oABd4qnDw9Rd0PqbkCsFHU3oO6Gd01M9G4y6IsBAwbsN73PmYvzVW6UHXRNkrV0IqV4f6HOT2b2fi7X7/w7fc5N5m1+fL1C1fXJWTrVlsd8xUOXSUh/GCnm2oln7gYSWK55hEph6zqhUizXvM6c+8xMhffnqsRxTNY2iOOY9+eqnGkvsvbS8n1mqx5hpLC1pH2zVY+Wf3fad7e4beOQEOKIEOL7QohzQogPhBD/dXv7iBDiZSHEpfa/D5XwwsMmRD3g/kbSHrNi7WHQ2EL8qffXWAlMTcfUEit+3Qtp+hGWBE0XBEp1yg7jJFNf923Sa6fxo6QuOVNQdWNipaj6G99Y3V5nSkDF3Vxbqu5t34usGULdCxFSkrEk5WbAleUmbqgQJBpBXgyGLsiYECjBh4t1Vpo+TxzIYJpJuvXNetSJ4k1/34y5+t7raH3/4jKWoWFK2dZtSjKjXV5u8OOZMjdWHNKmJFaJDlDdTfpztT+01bpV/WT/UgvT1BjKmLzw0SluVjxSpoGpSSIEmpRYuiBUksNDafJpK/G8WvUG0xNPJEOT60S9JUl/a1KSMWG2GnRS2+dsnTOzycv/R9NlHj+QYcg2caJE02g0YxDGSd+XmwEZSyahj5rGcNqikNZ56e3Zvv3TrVXS73wvvT1LIa0znLa2Vd6AAXeKgRDuGoO+GDBgwH7T+5xZbvikLZ2UkXjemJrEbM+v7sT5d/qcm6+5PHd8mELKoO6FBDE8MppGkKSzT1saJw9kuFG+O0L+SsBYzkQXEjeM0IVkLGfSVjXgarGJKZNvlCRZjI4pBVeL/fU6K05IwdLQtUSOQtcEBUt76DRrdxNWFgL/Qin1jhAiB/xYCPEy8DvAK0qpPxZC/CHwh8Af7L6qAx5khtM65dbGN99WmkUDto+pCfxoTaB5NGux0vCwNIEXwy9/ZJKry5cTDSCSj3KvK9TpFjFyKzEH5G2LVhjxuScmOP3+HOM5EzdMfl9p+AiVZDlLmcn+hgApk4/rUtNHkQhIP3NkiCiGuutRbvkUG17n2vfkTADgxFiGa8V2qJuCkbS16Vh6airfCc1aLbO7vN6/P/fEBO9Ml0ElLrT5toC3KSGXMnj+xBiXl2o03BAvjHnho1O8e6NCrGCh6m51OTg1NcSrF4ob/m5pAu8Oxqm+f7OKFyTaSoYmafkBUQReEPPcsRG+fXaeVhCjCUXeNtddG0OTBMSIOBkjzx0b4cOFGqWmzzmvThgryi2fvK1j6hrDGZPrxSa2IWn5MQiotQKklIBgIm/ScAMMXZC1dT52dITvnV/AkIlh6CNTBZbqLhqK2gYaQos1l6lCql0mzFUchm2Lhh9xamqIc3M18qaO2xUzX7B05mr9r91WMfyLdZepvL3u983KGzDgTjIQwl1j0BcDBgzYb7qfM//6tSvYepJQI4hjDCkZTulssaa5Z+ffKaWmz6HhFEdGEi/+6VILUwhCFKfaItstL8SL7o7mUMbSefxAloYT0QpD0rpONqVhtFMA+1HEcMYkjFjr74y5br7XjQIOj9g4IfhhIqmQ0mEL5ZQHjts2Diml5oH59v+vCyHOA4eAfwJ8vr3bvwVeZWAcGrAFm33Mw8AwtJf4XYaGSMFMKbH4r9rR/89XL68z/ng9Gji9doq6G6AUlJ0ITQi+/sYVgjBmpdm+pl0Gek0kYTmr6eKJFF5X2slIsc5wM5Yx+NG1lc7f/cbBla4VANXzdz9+3ONO2ltm799ff+MKN0pNHD8mBmpuSKwS67jXDDoaRQC2IfgPP76BUAqpFOcXBO/OlDetz9dfv7zp73fSMASJ99dSw8EPk+sRKzqGwg/mq6w0fVpeiCLxqlolJllJWkUjEQRvehHTxTqtIObsfBXHj3F9n4mCYBiTWClqTkQE/PDKCl7b/VIAFScgVuCHCk0mL3NT1/DCCKstnm5IScMLyFr9Y+oP5G3mqg5+oGiFIX6kKNZbtIKIf/uDa7hBRE2BZWm8c6NEStdIGxpTG0ymtorhP5CzuVKsU3UinDAipWsUUhrHR3O7ui4D7k220p+61853p+t7J9lp2x7kvhiwO/ZbN+7MTJnTZ+dZrLkcyNu8cGryvs5wObiXNqb7WodRzHTFw29nrJVA2oSPH+uvgbMX9F6bybzNfM3d1rUayZj86EqRt2cqVByfIIxpuj5upPjB5SKWLjk6bPNPP/1I3/bu99g+NZXn3//Dda6tOARRjKFJHhlN8VufOg7A0eE05+ZrtPyIIFIYmiBtajw12V9D6OSBHN87l2RAC+Ika/FIyuDnnzqwL/W/V9kTzSEhxHHgY8CbwIG24QhgAejbo0KIrwoh3hZCvL28vLwX1bgnGCh8D7jfMXb4VDAEuF5I01dkLY2RlEFrg9CtSEFKl1sKlK9SbAaUm3c31ne1PUE7zEnbZF8/UGRNDdcPWWiGtNyAoZSxyRGJZ9C9hOuHNH0I4rWsgwoIo5i0nrTNj5Pf/U3iaAXw/myF8zfLlJ04yYgXx+gyMawVax5RFNH0gk5YXdhVnmLt/BHQ8ELiKGIsZxLGCkuHKIqIYoUTxDz/yFDfmPpPHhvm0mKTiuuT0iSBH1JqhcRRog8lBLgKHDfCloKmFzJTdvjEsULfdm0Vw39yIs1MycMJkvKcIGKm5HGyrZ814MFhK/2pe+18d7q+d5Kdtu1B7osBu2O/dePOzJR58fVrNLyQqUKKhhfy4uvXOLPFQtK9yuBe2pjeax1HAW7MugzADT9JMLIf9F6b+YrLi69fY67ibOta1Vsef3t2kYYfMpwyqLY8Kl6S4diUgiBSXFxqMVdq9m3vfo/tuVKTi4tNIqUSqQKluLjY7NTn0bEU5VZIGCs0Sdt7PeTRsf7GMJ2YhbpPGCk0IIwUC3UffdtfLQ8Gu7ZlCCGywJ8Bv6+UqiUpzROUUkoI0ffrQSn1IvAiwHPPPffAOIY8XMNnwAOJ2FkQXytUIAXDlsQ0DJxoTUC4H9vQgl5Hxtqnt+Y2+d6F5XXt2az+MVBxA9xQoYnEgLK4RcrQ+iZ6SneK7pWl5UZijOsdBWEMrTBap6vWG2LYjRKAUDT9JMecpgl0XUNIiPyQUMFyw+tkltNlcs6o6yEqWctiF8QwV3N5dCzLZ04M8+5sneWGx2jG4rc+eYgjYzmKDY+RjMmnTox2VsICBb/41ATnF+qUWj51LyRjgK5pBIAmJUYcowS0gpiUqXPyoE1xA2/G1Rj+M7OVvue7sNTi2GiKcivAC2NsQ2M8q/P65RKTfbKp7QV32pvkfl4l3su6d+tPAeRsg0or4Bs/uMax0cye902/861u3845dnv8vcxO2/Yg98WA3fHS27NYhsALYm64DpamYRmCl96e3RPvodNn5zF1Qbnpc7PikDY0LF3j9Nn5+9J7aKfpwh8mTp+dJ4gjzs05NP2AxcbaBEeKNamEH16r7sv5e6/NUt1DqZg3r5a4lm9uea1ePr/M5JAFiCRRSNT2JFdJqJWuCUxN8FfvLfAvfuUjnD47z1Am0VwEOv/u19j+q/cWyKcMdCkJlUIXgjCOO/V5d7bOaEan6cf4kcLUBEMpybuz9b7lff/iCikTgrbnvCbAMpLt/8Oe1/7eZVfGISGEQWIY+vdKqT9vb14UQkwqpeaFEJPA0m4reT8xMA4NuN9RPWaBrUxFzx0f5sJCnaypbSlmDfDoeI63p7e/itBtcL4bKLW+9RrrRbl7+2c4ZVFvJaFnuhRM5lPMVTY2EKVNeUu6+jvJ6spSztYZy1od40y/cLuPTBZ44+KaPtJm1Y5UkvI+ot1HMThBhC4FaV0QC8nf/+EvcPK/PU2sEgNSr6Gpt/jf/MTRHX9wl5o+T00VOHUo8ez5gz/7CaOWSYRgImdztVhHNyXNUPHrzx1NzhvHzFU3XvXcLIZ/se5yYjSDnEh8zFw/ZK7qUGoFjGUtml7Iy+cW90z8tvf67bT8nR6/2/PtN5sZf/a67r36U6Wmz8XFRFvr2WO3V/5m9d9K72qn9d3p8fcyO23bg9wXA3bHjXKLIIwJY4iVQooIXYKzjfnNKpvdx9eKLSpNDzeM2+ULbF3S3EH59xJXlxvcKDmkTZ28beAGiTFiI12Xh4lz8zWuL7elDoTozGl0ATk7+QQPwoiGtz+iQ1eXG3y4UKflhQRxzGwpCb8ay9k8NpHd8lqtaihKLZnPnJurdRbsNJHM6zwVU2x7+K9qPHZTsI1N51O7oeoGZE2NbvULWxdU3aBTf00Isu3MuVKARLFY768BWWx4iVFIChLlS4hi9dC9F27bOCSSL7Z/A5xXSn2t66e/An4b+OP2v3+5qxoOGDDgjtKrMbSVX0u3mPJwWqdY2zwM7Mpyf4v9Rnz7LqcA7zWA9L5Ce/unOwuCFynevdE/ZeYquzUMffM2vFG6J67TK4kL7nvzdRpusK59kjUDjQBqbkC3L2j37/2oe/66/kkZGlGcpJ/XtYjf/5N3CCLVib0Xq65CfRDQ+aD/V69cZKbUouaFW+pBjGRMzs1VOb9Qp9JKYubnXRcpJcsNjyiKWZ2T/+/fv4wuYSpvcnJyaMO+3WzifyBnc3GxQbHp44URAkFKF+QyJm9cWt7zVdU77U1yL3tcbGX82eu69+pPXV9pICWMp61OJrtyy9+2J9FW9d9K72qn9d3p8fcyO23bg9wXA3aJUlwrtta9CzXgiQOZbR0+X3H41ts3KLX8js7JpYU6X3ruCJNDKdwg5N3pCkHXMQbw6cf3T3dmP6k6AW9fK3K95BDGiRfw8ZEU+dTBu121u06x5nKz4t4yTwoVlLsyYGV2quewTeYqDmdny9TcCD+O8YOYMFTMlV0+uFnF0iXHR1PkU/3NAQdyNjPlFk4Q44TRunY44aqZKLnmkGg8vj29wrWigxtE2IbGI2MpPnZ0ZF/alzF15qveLffqwUJi+NeE4Gbj1m+SQwXrlm0JArerXZ3zGPeW/MN+s5vR+LPAPwN+Xgjxk/Z/L5AYhX5RCHEJ+IX23wMGDHhA6X6INN0QQ9/8IbrTZ+z99kzubf5mGkV7wU5j/Htj0N+6WuTlD4s4Xkje3jiETwAXFmqdV6Ymkv8249BQhlS7A4JYEYYRQRQRK8hbOlOFFGZ7AMVAvImlydZBCsHVpTqvXiyy2PC2pQdhCHj53BJ1N2AkZZAyNdwI3CDGQNG9WKuJJHxuuuKzUGn07dut9BWm8gbT5RZeGGHKxNhaciMyuiBvG3hhslJ3dY9S15aaPhlr/cQuY+mUtqnVtdPjd3u+/aTb+LNqnMnZOmdmEwPtXte9V39que4Rx3B8LN0+n8elxUbHS2Wr+3Sr+m+ld7XT+u70+HuZnbbtQe6LAbtjsdq8ZREoam/fDq9eWOR6qYUUkkLKQArJ9VKLVy8sAvD+zMo6wxBA0N5+P/Kjq0UuFR2itmEoiuFS0eFHVzfOwvqwcG25ua2IEkvsj/f4xcUac1Ufxw+JoxgvVIQkuo+WLvCjmHMLDS7M9V/E/MSxAteLLYoND38T76bVZCSmULw3W8cLI1K6wAsj3putY/ZXmNk1hoj73qtGuz9rzf4ePxtt706qsp3tDyq3bRxSSv29UkoopX5aKfVM+7/TSqkVpdQXlFKPK6V+QSlV2ssKDxgw4N6i+5Hvx9D0N3ePdcKdPWR3uPtdp1ejOd5n41a/j8jN6P0Anam4mLpACokm5bqXQnfXGxqkDB1zdYlIrQlGb0YhbaElu+PHiYtu1oITEzmklGRSeseA1htBuPqnDgy1Y9ffuLxC1tYwNQ2paQynLQppnZfenu17/h9Nlzk0bOP4MVdWkqxzVvuErd6LJQSaTF6MF5dbfft2qw/4d2frjKQNLF0jUEl5tgbFZogQgpSpIWWy2roXrHpAdHM73iTbPX6359tPtjL+7HXdV/WnUqbW0Z96/ECWkUwyVq8XW4knUc7a1n26Vf17z5cytR2FrO32+HuZnbbtQe6LAbuj0j/iZMPtvZydq1Gwk4WI1Wd+wTY4O1cDoLxBhMpG2+91zi/U0QQYukAIgaELNJFsfxiZrzh8++w833xzGneb89ctHO5vm+kVF1Sit+OGat18XQmJbWhYuuTsfP/FqumyS9aUOH5E2dk4THC1ma9fLjGaMUkZiaZjytAYzZi8fnl/TAHztf7zqNXt9Q0+RzbavtHlus8+Q3bNILnWgAED1tEbKtSrsdOLJtYbRH7pqUkuLm6cnv3Z4yPrQtG2Qu1MH/uu01tdTa4XWd5rXru4RM4yODqawtlGjH+v1kYYxWgC/DhGqSRb3WqyOVsXRLFCChjP2Xz08BBXlxttUUOFpskNV1QE4EURhibI2JIogqlhm8Wah61LbpQdSq15vECRMiCIBZap4XghSiWGorSlJ+eRST2//sYVriw3SOsCN1LMlFukdMlUwbrlo3+Va8Um5aZPHCsMTeKFSTtNHSZyKWbK6704VFuEsLsru7VIttIqWWl6jGVNvBCCOKbuJJ4JTT9EKYUbRsQxDKX2xpjy9OEhXj632KlH0wupuyGfOrG9EIWdHr/b8+0nW4UK7Ufdu/WnVr3K6m5AxtJZbnjoUnB8NNvZfzNdm+2EOm2md7XT+j5o7LRtD3JfDLh9dvuBqBTQ6ykhFOo+msfsBD8EUyZ6LqsrOkIk2x82ekODN2N18UvBpklcdkPTD/CjZB56KwqlBLoEf4NV2Devlqi6IVIKhFjvad2PlabHRM5C09Z85qMoYnmfNHtW56q9i5obJEwesE0GxqEBAwaso/eZupW5odf54u+20Aj64ZWduRrvp2FlP+id/4X7rMn4H96awdAlR4dt/tmnH9ly/5GMyc2yw3LDpe6G6JrE9SOiKMILnHWeWlGsOn8LoTg7VyGOI7y2crTcJA5MATPFJl4YE0Rg6oLFapLiveZGcItjvSLyws75NAVeECZZIwBDRrw7U8aPoN41z6gBi3Wfpw/n+9bDDSLOzVVxArV+bMfcYhgK265QyfnWtnd/oG/1AZ+zdC4s3BqWMJLSqbkBOVvn8FCaySF7g57bGVtlT4PNNZL6HX9iLMOZ2Qrfv7C0rf17z3e32Mr4MzmU4unDBU6fnWex5nIgb/PJY8Pr2mqIxNts9fcXTk1ummXlzEz5lvICRbtvDA7mU+uMO5t5Kj19eIhvvTNLqVEhiGIMTWJqkuNj6Y7+1WTeZr7m3rHMdAMGPGxspKW33VCLjx4q8Nb1MkIIbF3DDSMqrZBPHL//MpFth4wlqXvxLa7EOWt/dHTuZXp17TbjTtgKBclYVn0GdN1NZindGj29LNYckt22V9vRjMVyI9HaCuIIQ2oYmmA0s7mh7HZZXYztbd59pkZxz/Hw3bkDBgzYVwy5+WPZ7r+E8cCy3621dEkUKy4utXjjwtbJISfzNm9fL1N1AnKWznjGoOXHCKXIGLJj1BDQmQ8ooOFFpA2dmrv9NS4pBH6UvLilAEOTbBa63b3YqgCU6NQnVqyFtPXhzGyt7/arizWavYahbbCaqaZXi2QrrRLXC/oaVDWh+Mzj4zw+kUOTYk+1TSaHUnzx1CRfef4YXzw1eYthaDONpN7jnz48xJnZ6rb37z3f3WSrUKHEMFLlpw7meeGjUxzMp/jzd+eZqziMZS3Oz1f52ncvs1TzmCqkaHghL75+jTMz/bMrnpkp8+Lr12h4YWf/P393nsm8zVeeP8bv/MwjaFLsTNem84ElaHphO5OMYixrMVdxePH1a8xX3B1rja22f6uxMGDAw461gVDgRtt7+fzJCR4ZzxDHiqqTeK0+Mp7h8ycnANjIZ/TuB+beHkcL/Wu+0fYHmd7Q4LHU9gbNfs0TtW1o/URA3uw/b6/t0AXns4+NUGz4SdIRkuQjxYbPZx/bH0Hqjb42Bsah3THwHBowYMCeMpFPcW5hY7Hd8CF7bPd6Vu01SkgsHTQR88Nr/T9iu5mvuTx7fIhi3afuBZimQd6CmqdwgjXDjwKCrrqXWiGvnF/seA3B1m72TleMuxsownhznR0h6biqxYDftRIZqdsTBVzYICZ9KxT09YzZynNmutJfPGC5Fd0VT5sHKRvZdtgsVKi3bcsNl6GMTrHuc3Qkw4fzDQppHS+MkFIy3Na5On12vq/30Omz8wxl9M5+vfvv1MvqzGyFwyNpnpwqAPDOdBlDlyw3XI6MpCnWfYYyeufv/c5MN2DAw4jaYIqy0fZeJodSfOnjhzf00JM6feOI5H36RbbYjG7xtpLt7Q8bvZ7FSopbpAbuJJZhoLs+0SZ10ICFxt4EtvlK8MREiusrDhU3xtaTv/3t3jwD7gnu00fRgAED7hV6X3ynDhV49eLyhvtP5m0uL28v68e9gC53Jord2x+62NxAtFU6+K3ImsnKVCCgtQ3jSanpc3g4zdGRJC3vDy8vEQtJ1haMZkyurWzsRbCFU9gtmBJWI8C2ykYGtwpc9/59OyGGu5nyfOX5Y323b2aA2KyKG5W3n2ylkdRvfyng0nSDuhfsSM/qXqe3L+puSME2qHuJAbHi+IykDFpdbS3YBnPV/vfEYs0lZ+tcXWrQCkPSus5ozmCxtqZcu5WuTXeY1wdzVT56qECO5MOi7gVJ/dreenUvQAr4YK5G3Q3J2TpHRzLbvjY7HQsDBjyMxHESVqxrsvM+D6N4y/dXN5u+I/ag/HuJphcyltFv0Zmpb5Ld6kHlltBmN0ITidezqUsqTv8+2a9LbxsCBJhSIFDtELGEoXb6ej8IcTd4h2giWZhb9Wzaqp7Xig0KaZvnC1kMTRBECjcIuVbcm+ysvQwEpPeHhyu+Y8CAAXcddZ+pMu50wtbbOrnFU3a3LzGlIFIKN4wZTm8d596bsaniRoAgbehoW1T20HB6R3XTekIIt/Kikj3pyh6WF9SZmTJ/dPocv/8n7/BHp89tGMZ0O+w0Q5dA8db1Ml4Yk7cNvDBO9DPuJ1V1xTzPAAAgAElEQVT4Dejti5ytU3UTAxgkIuFVLyRtrH3kVN2AA/n++lBZS+f8fJ0gVqQNnSBWnJ+vk7W2t+7WG+ZlapK3rpcptdPs5iwjqZ+dlCeA8/N1dCk61+ZH10rb9sW8lzPNDRhwr5BPGe1EEgo/ioniJClCPrX1+3Xb5Yue8sXelX+nyVg6brT+/eBG6pbMiw8DvaHNUq6G1Av6KZKvPrv3a66TNg0yVpKRrHs+1v3OiBTYRv/wt/GciSZuzSS7IUoQKYWpS4QQmLokUmr7bncD7gkevjt3wIABe0rv6+7//sHVTfe/UmztX2X2gd0ab7bK7rBbqo4PAiSC3/n00c72jYRne1e2NCFouhENN2KxvrkHwU49vqobrJJthN8zwdxp3z/zP36bgm3wT58/wu9+/gkAMqak6d/eVfwn/+oNDuRsfvO5w3zhI5Od7a98MM9Lb8+yWHc5kLM5OZHmwlKLxfrmuY5//0/e4UDe5rGxNJeLrcTDRClull1sU0MKWGn4XF5q8ns//9imQsjd9Ioid4sobydDV3d7/DDGkoLRvE0YKXRNYEjJXkXx301B5N6+GM/a/GS6DALenikRRjFLVYdoOEPTKyc6V5rk977weN/yDg2lePXDJc7P1zp9NZwy+MJPTWxYh+72T680OZC3OyEIT04WOP3eHP/uB9dJ2zoa4Acxjx7I8uqFRa4s1ak4QZJ6eK6CISWGrtH9FO4dC91jLWvpRGGMbekEkcLQBCNpky89d2TP+vh+YiDOPaAfv3Zqgn/35k2kVG3PCUUYwa89u/F9vevy42T7/ciXnzvEv37jOn4YdzxN4ljx2595OJ8r3YxnLeYrLkGk+i4Urj65Dw3tj2DzWDbJ5Jpk0IMocnGj5Lw1JxF5EBI+eby/Dt5/+TPH+F++e4UojhPh5w3WiI4PJe+wxyayfPfcAjMrrbZRVZA2JM88dXA/mkdKh37TzLZTFJYGXp85+Eb6YcO2oOze2shh++Eybj0sC7MDBgy4Q+jbXmIYsBcImXj9fPrREX7tmWQytpnwbO/KFkqtF6G+j5FA2Qn43753ha+/ehGA8ax52+2ayts0/JCvffcyr7Sz8L3ywTx//O0LXC81CcOY92ZL/F9vXGe61GRqAw+TVcrNgH+4UuR//s5Frq+0mCqkODtX49JyAy+MyVgGtqFRdXz+9Mc3tlXHfqLI3SLKW4k097Znqe5xqdhksdoCoRCAaUjKrf5aSjvhbgsi9/aFGwQIKdGkJKVLDCmQQhKEIU4YoUvBiYksExtc18uLdYpNjyCKUUoRRDHFpsflxXrf/XvbX2r6/ORGhdcuLvLaxSXevFpkoerghjGpttB8yQloeYl3nxcqojCi2PCZK7ss1jyCdiYkuHUsXF9p8bXvXuFascFUIUXTi3jnRpWlqkPns2SnsaIPCHd7LA64dzk5NcRj4ym0dki5JuGx8RQnp/YmicDJqSGOjdgIlSweCQXHRuw9K/9O85VPn+D540PomsBvG8mfPz7EVz594m5X7Y7T+1w5MZHj4JCNrQsUgn6+YWlD8Nzx/RFsfmoqz5OTecZzFrapMZyx0EnmSkKArsFYxuSZDRaifu2ZI3z2sRHyKQNTl32NKmkdfvP54wDkbA3V/gZYTQOihCBnb1PNfYccH8ti9LzCDJFsBzgxnr3FC0Zvb+/Hrz59mN6q2lqy/WFi4Dk0YMCAPaWQNqm6m+vWbLT6MGDn/GcfP0zOTrwgVoVldyI82/QCJEls+WYrQ7eDpQvc/Vbk7qLkRAiSic83fjjD737+CVKmlmxrTyCiHVTnJzerpAyNtCl56e1ZvvCRSb7xg+s03IAwhiCOaXohYQzTK60tNRYuLtVpuAFSCGZLLR6fyNH0IkxNcH2lSSsIsTQN2xBc2MDA0Mvps/OYuqDc9LlZcUgbGpaurRNR3kz/4hs/uI4bRGhS4qiIIIqJFcxVXMbyKUxdoglB1VkT9r5dj4s7IYjc69XV6/XV3Rd/dPocEzkLL4xoBRF+DGN5i/Gsza+3vWnqbrBh/X54dQVNSExdEKtkjAWR4pUPlzqp57v7prf9KUPjWrFJ0zP4qYN5fnKjQsUN0KVgruoSRjFpUyNQis+fnGBmpUm5FWDrkkPDaYJIUWl5zJYTj75egeylukfG1liu+zxxQOKFEaM5k1AJPn/ywJbte5AZiHMP2IizczX+0eMH+KWusKiWF3J2rn9GzJ3y5tUyB4fSPHYgn2TwjGIaXsibV8t8uf2RfT9xZrbCf/rcMX77H62ZPgbPlaQvfubRUUoNn+NjGU5NFfjb9+ZYqntMDtkMpS28IKbmBvsmt/DCqUlefP0aT07lKdgG3zm/iBNEPDaeYSKfIohiyi2fm5X+Xs9nZiv8yk8f4jc+eRyA/+cfrjOz0iJn6xweTt9y/M2KSyFlcHw00xnbm5W/W549OsRcxSVlSlKGhhNEOH7Ms0eH2r8X2r9rpAyJE8Q4fsSzRwt9yzs0lOLkZIGhlEHa1Gj5ERUn4NBDNo4HnkMDBgzYU4wtdGsGhqG9ZVV75OJinWvtsK/edKqQhNGUmv4tK1tBOxZcib0PC4/v8MVeFfeMgPlqEiLnhxG6bP+2w+qkDI0wUizXfK4WE2PNxcUGzSDJ/WFpkjBOzumGClvffL0lpWuEEXhhxEKXaLEfxkk4l6YRxbBQ89lGBloArhVbFBseQdTWvYkUxYbHtW2Gb14ttghjhRBgahoCgR/ENP2ItK7R9CNmVlpo7dXA3XhcbDYu94JXPpjna9+9TMMP+3p99dLbd64f4vgRS13XZrP61b2QWCmUEuhSEMfJtXSC/n3Tr/26FJ0sfCsNl4YTEkWKnKXjBBErTZ8bK4mYpxdGGLrA61Jm1zVJs+03v1hzKdhrH2hNLyBnajTaRstWEFGwdCrOWnv2sv/vJ/Z7LA64f0lCcHoewELt+P2xESstD0MTmLrW1mXRMDTBSuv+FIYf3Etr9PbFI2NZfvWnD6KAuaqDoWt86sQwhZRFwwswdcknjg/tQNRnZzx9dJivfvYRspaeJFZQik89MsxE3qYVhBia4MnJfOcdsVV73CDi6GiKSKm+xze8kCcn8xia2Fb5u+WpQ0P846cPYhkaNTfAMjT+8dMHeerQUPv34eR3XSa/67L9e39PqULa5FdOHcQ2NUotH9vU+JVTBymkHy5dvoHn0IABA/aUK8X7JxPZg8DX37iKrQuOj6bItwOte9OpAvzoSpG3psu8+NoVsrbBz50c4+kjI5haEq6yH5lSdpLlbS/onrvHwDffnKbUDJOMc6o96d9BnRbrbtvYqbDDxOgZxDF+EOEGcWIY6Nr/2hZjf7rc6vSzIuTsXAWlYvxIkTIlSinCSOEGEUrpHe+TybzNfM3t76mjVFsAMvGFNnWNlaZHzQm2dbwQiiBMvIUipQjiGNHWjbhcbJAxDcZzZiIqye48LkYyJrPlFsW638mENpYzmdqjVbmX3p7FMgRuEFNzXEw9yQX4L793mcXG1n2XNhOB6u5p4GaCzYZMQtD8MEzE1tWaAfKNS8vkbB1Tk3zjB9c4NppheqXJUs3Fj2LqbshMqcVYziQIoeYGBKFC1yCIodj0UUoQRhHNtvHINnS8aoulesC1YhNTl5wcz5C2ksyDB/I2VTfoeA5lLINSw0MIOHuzSs0JqAkYz66FyW0lSH0v6fLsZV36PSPvNXHuzbTEHoTz3at89FAhEeEXAlvXcNuhm584vjd9MZo2Wax7+GHcyegURIoDuf3Rndlv7od76U7Rry/Gcza/9fwxvnhqkj86fY43rxS5WmzhRjG2JlFxxPOPju1bnZ4+Oty5j//o9DkaXth5RwCUW96GSRd62zOUMlluuJ13JkpQ70racCBv0/BCTozntlX+bhnJmAQ9E80gjDtjbyRjMldqUW56OGFMEMbMlVr87OP99b1GMiZnZkp8uFCj4QZkbYMhW+PnntwfzaR7lYFxaMCAAQPuY/xI4UeK9+aaBNEix0YzCBTvzVZZqLo0gwjXDblRdnhkItN2lQ355o9ucHa2iuPtnwXnbqcTPTdXw48iWmHiOaRL2Ik+eNOLgRgJTBWSyY2pCUoR3CrF3m/LerocPvBCxTvXy3hhhBdBEMWcma2iC8hZkon8EGNZi9lyiz996wajWRNTlxia5NJSgy99/DCTQylOjGf4+0tFKs0wMfREMXUn4MnJXOf4v/7JPM8dH+bQcIqmF/LyucWO7tChgs2Pp6vQDitcDbuTCmqtRO+m5QWcGEsMELtJhz6Zt/nTt2fxw6gTXmrqGr/3849teex2uFFuAgJL17F0ieNHrLR8JGvCnN1tPzGe4a3rZRpuSNpM+rbpRlia4NULS1sKNh/Im5xfvHVF1NISj75iw+WDmzUsI/HuqToeb10ro5QiVoIwjkkZkk89moiD65qg6SmEVOhC4AmFG8TkU4pYKRquz3R5bTXeDyPeuVHj2GiSRfCFU5P8T//fed5xyoSRwvFDik2PR8ezpHRBXQjmKi7PHCkQK9VXnLybVS+xnK337b87yV7XZTtC7XeTVf2ooYzOVCFF1Q148fVrfPWz7IvB5k6f717m8ycnuF5scnGpQdMLyFgGT0xk+fzJvRGMfv7ECH/3wQKLVQcnjEjpGiNZg+dP7I/uzH7z9OEhvvX2DUot/6EXuu/3XJmtOIxlDL755jTnb5Z572YdUxfYEvwo5ux8nWcO5+9I/V44Ncm//N5lZlZaPe/g/tfq6cNDfOudWUqNCkEUEwQB08UWQ2kDzw+JVOJR9598dLJT/ouvXwOgYCfZNivNkN94dn/Gwo1inb9+bwFNE+gSyk2fv35vgUfHM8Ak/3Bpke9fKqG1s8Y5Qcz3L5U4MpLii6cm+5b3Nz3l/c17CzzWLu9hYRBWNmDAgAEPCJeWWoxlLRZqLv9wtcyNikOp4XGl2CBCYWsSKUUSnqJJrpVa7I+z773BjXITv615tBs9pRiotBLNnbobbL7zDhACwra1SgBDKR1NEzQCaLo+UgiuF5tU3YCVpk8hZSKl4Npyk1cvLAFwbDTNWN5Ek+BHEU4QU8gYHBpJI4WgWPcZyugsN1ykEORsg5ytc2a2AoCpC4S8tX9iwA2T+PxS02OhmoRG7SYd+rn5GqYm1qW5NTXBufm90fIwNY0gTgRRhRB47Zg/S9f6tv2Zo8P8o8dHsQ1JqeVjGZJjozYT+RTbEWyuOf3HQhiDEILFmkvFCVhq+NwoN3lvtspK08fxYywjCUVbafqcn6uSs3SkkOi6hq0J3CgiYxocHkmRt02KDY+Li+v7adUR7o1Ly51toh3Wq1AoBGNZOwnxcALGcha/euoAhtZfnLyXbi+xfv13J9nrumwl1H636daPklIynLYYyuicPts/RPJ+O9+9TtbSOT6a5okDeY6PpsnuYVr2pyYLaEJSSBtMFWwKaQNNSJ6a7K+Dcl/QeU4+3EL3tyY9iCBW2EZi1P5gvompJVkwIyGxdI2sqfH9iyt3pH4TeZsTo+kknDmMk6QLo+kNky4AXROD5JispaFrgiBWWJrG1FCKpfbiUG8YW9bS+epnH9k3A/OfvzuHacj2Oz751zQkf/7uHAD/8cwCmgSjPScwNIEmk+2blWe3y7N7yntYGHgODRgwYMADQqhACsFPblSBREfl8HCaxZqPH4S8db3c0RXKmhpRfHfXB5Kgnx3sv0Mx82LD33R/Uwr8TXYw20aTMIZyW6eluXe2IR4/kOf92TJxlPTDUNpCOR5hoLjU1o+aXmlRsA0ipRBCkDJ0VFrx/s0qXwZAMJK2eXQ8h61r/ORGhVgpRHvtp+4FFGyDurtm0On29JmvBgjVX6hbkwIBhEpwbTnRMNqNx8X7N6tMDtmkzTWX+5YfdLVld/z04QLfPbdIywvRhKDmBgjgycm1VVkvjHnreolS00eg0DWNL546SMbS+eGVIlUnacuqsWszYdXFRv/B0Arh/ZtlPpyr0QoiNCG5uFhnue6DglAppJRImehazZRcfjxTxtQFpp/oCOVTSR9J4GcfG+Mrzx/jv/uLs33PV2wmFsbTZ+c5Ppb+/9u79/C4zvuw89/3XOaKAQY3ggDBG3gTJcq0JFqUpVhmpMh29KRWsrFrx3Vcp27c3TxONts8zdNsurvp9smz3e2TNO3WTTfZzXYbP45ju09Su1VUX+NLbFOmLFMmKYukeAUI4j6DuZ7ru3+cAQiAM8CAuBO/z/PwIXkwc857zpyDOe/v/N7fyyO1G/Fzt3KEASRj5myB7VBHNak+dHLvksdzJVliq20t2rJYofaNNjJdpa9tftvaEnZUN+Q+2N5mdnYwR67i8oObOabLLq2pGCf2ZFetwPLwdJUdmRjfvTI5O7z27QMdDE9XOb4K7V9vZwdz5IsOr96Ijls2ubrHa6uZ+3vlpXPDXB4t8JXvjjJddpkqe8RMZuv8KUORMBX5VXzotNDc4aJlJ6C/I8HR3rZ5Q7sbfVZnB3P4OuRWrkqu4jI0GRV/dn2NbSlMy6A1Yc0r1j53GNtaGyk42Cr6XvdDjWUo4ma0HKDkBtgquoebmTTCVtHyRuuLSi2EeGGIbRjELTW7vu1CgkNCCHEf+eNvvckbtwv4vs+1CfjR0PS84U4mUV2UXDUgbi5nkNXqW+6ws+Vm/swNiMDdARBviRW6cxq4FjWZfnhzarYukx/eqddlEg1/+8bFUUaLDioMqPiaoanoSdyu1gRtLVHwQgN9rTG+/eZkVGhYw8EdaWaqIWXiNrfyZSpeyDcujt5V52dkuozb4DBMljwMFd0oXA0Cfv0zP6CnNcHje9vxNIwXHTrSMZ4Y6GyqE6AUfOHVm4yX7xzMrpTBux/edS+H7y4P9rVyfijPjakKFc/HUIqKE/LXF8f564vjGETT0ibjNi+dHyZtW+zM2CQTMfIVD9cPefZI97wsqMUCEIvV1Ipupj3cAGJWVMtp9rP2QiaKDn6ocX2NAq6MlfCDkIrjk3d8RgtRzaS9HSl2d0TDxhptbmb5yHQVSyn+ZnickhPVMIqb0bWeq7hkUzHa4yaTFZ+Xr04sWVemIx3j/K0cPx4uznb6Huht4egGZDh0pGO8PpznwnCBXDnalwd7MxzZuT7DMdZbT2uCl340yM2cix9GQ2J3Z2M8d2x1rpV62/vLH9zgVuHO78y+jMXfemT7DQ369sVRPvXy4J0FExXO3szjeEHdoSj1LFYf6zuXxvjMmaHZ7+WJks/1ySFs02h6/ZvJdy6N8aenb865z6hwdjCPG4Rbcn9Wam4w5o3haS6NlOZlaFcD5owxj/7uaak3yf3qtOW3/+JH3MpXcPyAINS4/p3vDIPo98oHGsyS98MbU/zHV24yVfYJdP2h82dvwHMP3hly+bmXr/Gp0zeZKDl0puN8+ORu3v94/fWvlNKa0fLd97GdyagmkqGgvKAMgEs09LseSylGCnMDddGR2pFem89ns5JhZUIIcR/pTMUoVX2KXv0v8qi8csTaYt8Ay01Utwxj3gwzC3e30Q1CPd4axNHsBqn3AVB2AzJxCx0EXJmoEmpNS9yi7Aa8OpSntdb46bLL194Yww1C0jGLmGXwo6FppkoOodbYFlwaKZGyTTJxi3zV5ZVrOXpraeSFRpEhouMdaHA0lNyQqZLLhVvTfPrlm/S2JvhQrchms0+Hv/X68LzAEMB4OeRbr6/O0JV82SPQiod2tfHOQzvQQTjvpjwkulGcKEfZVCXX55WbBX54Y4qyEzBd8Xjp/G2ujhdn33OvhVUPdbegazfTnq+jIW5zRNP86tmhYS1xE8cLqIagQ+jLJknHLW5OVbkw1NzQKaXh9NUpXD8gE7cJQs3lsTKeH9CRtLmVq/DihVEqnkdfW5Ki4/NH37zK2RtTdddnK/jKhTEKjkdH0qbgeHzlwhj2BowYsRV86fwohWqtLVWPL50fndeW4VyFl84N8+nT13np3HBTM+htVjfHp7ky6eLVZkP0Qrgy6XJzfHWGYC702vXxeYEhgFsFn9euj6/J9jazz8wNDDWxfKGlZnT8zLxASkTXlm9F99v+rMRM7a6i49PXluTSaKmpoftlZ20yh37vS6/z5liRUENL3Ka6IDAUAtdzLv/xzI267/+r14YYK/lowGrwez8EvvF6NMz9cy9f4/e/8iYlL6C7JU7JC/j9r7zJ516+tro7VlOo1r8xm1ne6Bav0fJcg9TwRsvvV1usayCEEGIxP7g5hTfnTm3hTZtX67AqoLrFCg4tt2SQFwTzsi0WZl74y1jhWhTXXmxqZE00VbphmmRTFqDwgpC4ZdCZjlGoTV/+xkiBXMWnUPGZrnpU3BCtNKPT1VrNg5C372+n7AW8cmOK8aLL4Z1phudM197I3Nl1Qx3NfpWwLcaKDr/3pR/z6dPX+bPT1/iz09eb6pDfmK5/wjVavlw3pirs7kgwXfG5PF6kOGe1C292Ck5A0fEJgYITUvUCAh2llf/VuWFCrSlUPQpVn+P92WW35fJ4cTbzLGR+MXIA3w9mM+EUYChjdohjCOQqHlpDa8LizI3mgkMajVIapRVaa0quj20Z2KaiEoQUHJ/2lE3RCZuqK/Py9SkO97SQTdpUgpBs0uZwTwsvX68fTFpLL1+f4lBPmrakTcXXtCVtDvWkZ9uyVId8q2lUg2StapOcvl5Y1vL7WaPfRs3+llqqPlajCd636sTv99v+rMTC2l3N3mMU1ij28Nrg9OxDwLI3/0vIMO48ILw6Uf9+4NZ09Clqvfj9UrX2s0+dvkk6YZJNxjDN6O90wuRTaxQobPRsa2Z5naSiRZfLuRyRYWVCCHEfqXqLhzGs2jTlc2emul+1JWLcpHEQZLFhQY3EVOMbkuWqLvEBvPPwDi6OFEhYiuuTFSpeQDpmcbSnhWKtKPSV8RIVx6HoaoIQTANaYgon0Hzo5F7+8OuXeX14Gj8ISVgmfhDy5miJmLl02lSwIMj41R+PEjMVltLcti06WyYYzldpT8V455Edsx3yjSrsW3Z8buWqhCHEjPn7t/CjtpSazQbTwM3cnfPk/FCeT379Ej2ZBB840X9P+7JwSOPCT9owDZQXzAZqh6crs+djCEyV/WiGPQWxssGvf+YHS29UKXa1xjk/UsTxQoJA05W2yCRjHOvLcitXYbrq8tpkhQu3polbBkd3pultT9dd3UwdGsO4E1oLw3BD6tAs1ZazgzmuTxQ5c2NhnZh4w8/vq+eH+fMzg4wUqrOf9bMPbY5hMJUGkYhGy1dqqSGLonmbqVaXWF8j01Wqrs93Lo9TbFDXZj05QYjjacI6oc259z+NrvMgXPznC02UHCqOx5XREiHRQ5n2pEE1vr2GZW11EhwSQoj7SG6J3sNysmW2uvOrNAvWXKZJ84+QV+gbF0eZKjpcnyzjhYCGScNlvFDhaG8rnz59naujBabnRKvCEKaqmlguKiA9OFXiwq1pchUXNwiJmQbZZIxMYhlj6mocP2RmojLbcfnulUlsFQVCLtzK8/ThqO7AahYiXax2x900V8aKFJ1gycDn7UUKTDoBDE2VGS+4/LtvXKErk1h2gc3h/OIdwZ842M23Lo1RcAJMAzJxi7I7//mkJsr089yQ80NLn8sVx+fVm3mCWoHxELhd8gmIilPfnipRexBMEGicIOD09Wne1iCFrac1wXC+iuMHlL2AlG0St0x6FpvZZo0s1ZZvXxzlC6/douSEUeHRyQpXxwoN68R89fww/+hzZ8lXg1onZpozVyf4F7BpAkRia9pu9bHEHRXX57tXJrAMY9nD4NdEqFcU4F3ue8tVj8nqnXeFwEQlpENvr2FZW50MKxNCCHFfstfgG26tntzXk4lbDOfLOEGU1m2qKPhTcDU3Jkp0tcQpNkhjmixFDb08UmBwskTZDdA6qmU0OFni8sjKhot4GqquT9kLuD1d5bWbeSB6Qj5ZWp0k7OUOFbp0u0CuGuA3KJy5PIqK7/PGSIE//PrlFa9toZLjYZvRnHJxC/yF484WqDZR9Or14TzVMLohN9WdGl2TJZ+kacwGhhb60VD9c+Hxve1cHCmSq3gkTYNcxePiSJHH967PTDTLacuXL4wwXQ1RKrrulYLpajg7s95C//SL55isBqBqtTQUTFYD/ukX688IJ0SzmqmPJe5Pt/NV/ABAYZkb38WurHPy0tzAUDPLxea08WeuEEIIsQbcLX4/UnB8yrUO/UwWycwujZV8vnVprOGTvZm6U9cny2iirJ+CE+D4Ibq2fKVy1YCJsk+u7HFlvMgPbkwyNFW5pwLO9SxVu2OhNydWvk8zxkseUyWfshPValpt7ekYHekYR3uSGIZJ0Vn8Ln7usLdGRovR09lA36ktBlGB8x8vEgxsUNMTT8MTA+2U3IAfjxQouQFPDLTPq2m2XjwNJweylJxaW5yAkwPZ2bZMlKN9D8PatMXh/OULDeZcFFEQSavob1VbLsRKLFUfS9y/8hWfbNKk4gVMbbMixuL+IcEhIYQQYhN65+EdjWsBaGhNLD2Ov+AEOGFUUFoR/e2EzBa0XkyzD7oDDRUvIF/xOHNtanYmtJWaLLmk4/NHvy+WmVRdxTGTiii44sOa3OT/wQcf5VhfG1MVTVvCZkcmvujrm7lZW2z/93SmltlCuDpWYqzg0pWOsacjTVc6xljB5epYadnrWqkrY0XGix7d6Th7OlN0p+OMFz2ujEUzyzVKvGq0XNf+hPrOn5llQqzETH2sA90Zju1q40B3hr62JCNNTAIgtjaNZrLsYRmK+FqkLguxDqTmkBBCCLEJ/cqnzizaWVVq8fDNC//mW5Rq6VML11N2wyWLHC+no+yF8Nnv32R/R4JPfj0gFY/qwTx/rHfZ9XpmdKRjDNZq/xQcj0zcpisTo28dil3P3Xcf+PTp603UPGre0X/yIn6oWaJ+/KxmXmbRuBzW31xe/ixXg1Mlfjg4xWTJw/dDLMugI0hwsfAAACAASURBVG3fU72qlbqVq3D2xhSTZQ830MRMRUfKpjUR3cbGjCjoufA4xRr0z2wjyiwM9d3LhViJntYE+apHe+pOwDdf9TakVpdYXynLiDIXdbA5ag4JcQ8kOCSEEEJsQkvNpqYbFBKesViGh2b1M2K8EC6OVxnMVXnb/i4mSy7nBvP8xKFO2lKLZ8bU09ua4E+/c43JkosfaixD0ZGO8ZvveWBV292MrpY4JcdftdnYTAWVVR72uFgu2L3MzHduKM/gZJTtEAJGEFB2As4N5e+pfStxfijPjanqbIfL86HoBJyvtcVpsH+NljcacrrVh6KKjff8sV7+9dcuc2OijKGiAGTMMvm1Z3ZvdNPEWjMMknY0E2Y0tFVyEcXWI8EhIYQQYhNaqp965vrkoj+fXmLo2A9vrk0NjLIfDf8qVHyuTpQYK1R5fKBz2ev5zpvj3MqVyVcD/DDEMgyqns933hy/52ykezVT8whWZza26oLp1Cy18pkEV7sbcnmsNO8cDOcsX29vjBTqDvt6Y4WF1YVYbTtaEwx0prg8VqTkBaRtk4HOFDskc2hb6GpJoJSBH4bcmKw/eYIQm5kEh4QQQogt6LE97Zy+eu8BnoRtkm9UjXiFXh2cwvNCgjAkCE3akssvUv3S+duMFqsEoSLUGkOFOL7HS+dv89/95KE1aHVj37g4SiZus6czSaWJmcOWohdG/maKHG0ipQZpNI2Wr6VygyrYjZYLsVHODuZ4cFcbJw90zS4rVL1VCSqLzW1Pe4o3RoqkYiZx25bgkNiSJDgkhBBCbEEFp1GFmeZMrNKU8/V4Xsh01ccPNIYR8PlXbi57HVdHC1TcqMinBhQaVVu+3m5MlLEMg6vjRZ4+3LX0G5agDOalhi2sfSOE2JomSy5dLfOH0abjFuNFZ4NaJNbLqQe6ccKAiYJHobp1Zj6Mr1KttUzcoFBnLG9mtTYg1oV8WkIIIcQW9M7DO1b0/nupQ9Os8VJUODisbWfqHgJRFT96/0zcRBPFUyqrOCtZs1IxEz8MuZWvkmswPfpy3JU5JMEhITaF9kT9UsKNli/UkY5RWhC4Lzk+Hekoe7K1wSSTjZZvdvfb/qzEqSM9PLa7gxP72jm5v6vpTnZ3em1yNfa1NV7v3LP5kd2tdV+zK9Pc5APttVjoz7+1FwPu+vPzb+1taj3LlWhwgGeW97XUf0Gj5W0NztlGy+9XEhwSQgghxJq6l0BUo5m8mp3hazVV/IB03OTIzgyDuZUPFVg4ME1iQ0JsDr9y6uCyli90vD9LoepTqHqEWlOoehSqPsf7swD86rP1h8Q2Wr7Z3W/7sxK92STvO7GbkwOdPNjXyruONvcAZ61m4PxXf+fxukOEZjr/tgH7sjFeeLR+sfRP/NQDZJYIjMSA33z+GAA/99he+rMxDBV9pxkK+rMxfu6xvfe6C4t639vqt3tm+S8+deCurKi4ES2v5799pv4522j5/UqGlQkhhBCrwDLWNhtnoXCJ2cpW6kBXmjfHV6f48FafBOpYX9SxK7se1VWITj3U28LYtMNUxactYbCjLcmF4eKK1yuEWJlvXpqgtzWGH2i8MMQ2DCxT8c1LE/zyqaXf35tN8tyDPZwdzDFedOhIx3hioHO23tAXzw6TsAy01rVaagqlFF88O8wvnzq8tju3Br715iQ7MzGCUM/OKmkaim+9OdnU8brf9GaTs5/1+aEcb+lvBQ1BqPnxcIGAKGsnYSkCrfEDKFZXd+bQGS+eG+YDJ3fTXpst9PytHNfGy7TELZ4+3E3VD2qzltbPisuXPQZ2tJFN26Rtk/O38owUXHrbEjywM0PZDclVXHJlZ3Z77zjSM7s9gKmyw4vnhtdkEolM3GRXNkFL3CIVMym7AUXHJxOPMp6GclUe3p2lPRXDNg28IGSq7DKUq9Zd38WRInvaE7QmbGKWgeuHTFc9Lo5sr+9mCQ4JIYQQTbIVNKqBaxvRDCXr5cUf3VrT9XvBVg/prB6tNVU/IFf2edu+ld/kphMW4wWXbNKkqyWOIYncQmwKN6bKdLfEidl3ukiu53Njqtz0OuYGCBa6OlkmFTOIW3eG7Dh+wNXJ5te/mVyfKNOdiRG376SYOJ7H9YmtuT+rqeQGHN/VxnjJpeKGXBwpREOKVfTAxDQMbEOv2cQQI9NV+trunIca2NOZ5NZUlemqRyZh8fj+joYPmm5MVTjS20KxElD2fUINO1tj+EFIxQtJxQ16Mi0M1oItC7cH0JawuZVfm8Lc007AI3vaGJpyKLke6ZjNoZ707EytRcfnaG8rE0WHsueTsk2O9rZSaBCMG8pV6O9I4XghThAQt036UzZDq5AtvJVIcEgIIYRoUipmkm8wRbxtG1TWMXXo+Yf7+MsfDq/Z+ltTFqzNbPdbzn9+bYhM3OZ4fxunjkRDBTJxk0KDc6GemQnJLAMcL8QNQjpSFsm4jbueKWeCmAK3Tn8o1lxZGXEfS8UsnCAkNmc4jROEpGKr02VSKPSCzrjWGtUge2OzS8VM3EATn3O83ECTijVXr+Z+1tOaoOj4HOjOAHD6ygSmCjFMg1TMwlQKRUgQrs1n39OaIF/1ZjN5UrZJruIx0N0yW7OwUPVINvislIKWmM2OTBTwGZt2onPVUBzb1QbMz6ZduD2AfNWjpzWxJvunNezIJNjXmZldtrA9RcdnoPvOz6fKTsP2xG0TBbTPCXAVqi6msb3OZXlUJYQQQjStcSfe81Y2e9hyGWptOxMTha0z28pai5kmQai5NlFmdDp6SnqwO7Wsdcx0BztTNk8d6CIdsxjKu9wcL5Kv3PuwApkIBrob9D0aLT+6s2VZy9fbngYVUBstX6lsg8qujZbfz5453E2xGlB0PMIwpOh4FKsBzxzuXpX1D3SlcfwQJwgJtcYJQhw/ZKArvSrrX2+nDndRdAIKVY8gDClUPYpOwKlVmNVxq3v+WC+5ks9U2SEMQ9JxkyCETNyiNWETtwzcAPZ3Le+75F63H7dM8mWfB3pb6tbDWuhYXyv5qkfFDdBak03aFJyA9qSN1pqK55Mr+zxcCxQt3N5U2SFX8nn+2NoUpH54Vxu5sk/F81elPU8NdJIv+xQdD1279vNln6cGOtek/ZvV9vutL4QQQtyjvLNYnZ/76yvVC9Ym1X0rKno+ZS9gouTwuVduAuA49xYMDPyAC7enCXSIH4RMVX3GCvVrIDTD2JoJB6vq0YGeu/IuVG15Pft7Mjy6q4WErTAVJGzFo7ta2N+Tqfv69daeSbI3G8M2ot8qtgF7szHaM2tTuLYtFaM9eWdwowG0Jw3aUrE12d5m9uEn93PqcBeWUkyUHCylOHW4iw8/uX9V1v+rzxykKx0nDDUlxyMMNV3pOL/6THMFrzebjzw5wNMHOrENxVTZxTYUTx/o5CNPDmx00zbc8T3tfPzp/bTELW7lKzy6p43uTAJDQdl18YKAtmSMf/D02hyrhdvf0RrnH/7UQY72tjFedEjGTJ57sKfhEMhTR3rY15Ei1CH5ikdfNsGebJK+bJJ8xSUMNfu707PZtAu31xK3+PjT+9ek3lDUvh3s704ThnpV2vPCI/08MdCBoRTjJQdDKZ4Y6OCFR/rXpP2blQwrE0IIIVZBd2ucG5P3z9j0Dz6+j3/z9csb3YxNIWlZ+EHIeNHlleuTAFwYa/6zTscMHD8kDKHoh6RsC8cLCXXUEU/HLKr+vWUPVSSGx2TZoS+bwPVCfB1gKZOYbTBZK5S6UE9rgnTc4snDO2eXTZUdWuKb47a4JxO179ju+YVdW1ZpaNNCe9pTDCqDPZ02lqHwQ810xaM/uzbDQTaz3mySTzx7mLODOSZLLh3pGMf7sw070Mv17ENR1sKfnxlkpFClJ5PgAyf6Z5dvNb3ZJL/23JE1O15b3fE97fOCEV89P7yun/3C7S/HzOxrcz/b3tYEw9PVhp/1SrZ3T+17tH/Rc2857enNJvnoU/u3/bm8Ob4FhRBCiC2u7K5vL32tZys7dyu3puvfSqarXq0+BExXlp8x5IeaIIyGloUalFJ4ocYyasuUTGa/Eq4XDWfRIYRofAKcIMD16me+PH+sl9/+ix8xlKvgBiEx02BXNsnv/tzD69zy+j5wop/f/0oUmG2LW+Qdn3zZ52NP7luT7X30yX3885feoOL52Erh6WjWqY+u0fY2u8UKSq+GZx/q3bLBoHrW+njdT7baZ1/vsz2+QW2pZ7XPPTmXJTgkhBBim8omLXL30NFvxGB9O/jjxfpZEaslZW/sLcJMAed6y9db1fPRGsIwpDex/GwKg2j4V6BBB9F6gjAk0NGUxu3JGFOl9a1ZdT9xg4CqG6DUzFmj0L7GbTA08uLtPMPTVcJaECTUmuHpKhdv59ftqfdi5maX3JqOMgw+9uS+NetULsxm2bXFs1mEEELcGwkOCSGE2Ja6W+OrGhxyg/UNDn3o5F7+x784t2brXzijzr2KG9CajDFWWl6B6195ej+f/ObVusvXm+OGmEY09XBXZvnBIdtUBFqjAzAMmCy7JGwLQ/kkbQs/3HyZQykDynXqr6c2YWmtcjWIpocONSFRoFYZteV1fOr0TVriFpZh4IUhtmHghyGfOn2T9z++b13b3sh6ZxhstYwGIYQQq28TfsULIYQQa8tWcHJfx7Lft9gTle7W+CI/3VqsWgDjXh3uSfNQX4aDnUna0jH2L3NmL4CWZIzH97bRlbZpiRl0pW0e39tGS3L9i+S2pWxSCQvbVCTtaFrb5dxAOYEmbhl0pEz6OlJ87CcGeGR3lkwiTlvSIhO/96ly1+pG7v/8O48ua/la+u33HFp0edUPCPWdTLOZ4XtVv35waKTg4Lg+hapH2Y1mWnJcn5HC2mbjCSGEEJuZZA4JIYRoisGdidwzcZN3HOrmxXO3G75+RyZGKm7Rk47Rlopx6oEdKDTnBvPcmnYoOR6WaTCSK1P2oul8q65P2b/T4Q2BmIJnj3bz8yf28vf/w5kV7YMC4mZUkPbBvjZa40NMO42np5+RqvXdf+b4Tr549jYLu5wDXUnedXQnvjvI1anV6WA+tifLKzfq1/1JreG3t6XgUHcLv/yOA5y+em/H+10P9nJlrECu4nEgbvP+E7t5+dry1jWUKxOieGRPO7Zp4AUhU2WXoVx52e3Z25FgdNqh4t9bhk7MNkhYFq1Ja/YayKYsCmWfgOg8rTcMLqbg5MEuMnELLwgZma6STdmMFx0O9rSwryvFYK5K7h4DcQrY3b50JtOhHWkujZaWte6uTILHdrdxe9rBDQJipsnO1vg9ZU6t1OMD3Tyw4xY3cxU8P8S2DHZnkzw+EE0vHuroWFimURtUBn4YFfyux1SQdwPScQsLhUZTdALakvLMVAghxPa1JreXSqn3AP8KMIH/W2v9z9diO0IIIeYza3VNVoNlQBhGHV/LgKRt4PlRnZS2hL3osCMDeP9ju6n6AWUnYE9Hig+d3MtL54Y5sb+TTMKefe3NyTK3pyvs7UxzbiiPbWh+OFRguuwSAge7UnS1Ll0g0DLAnxPnWdhZf2R3G2XXp+wEvONQFx86uZfvXxnnSxdG8YKoI1kvdhA34CNPRUOZfumpAcamXSbLDp7WaB0Vw31wZxv5iseJ/Z2gJ5hyAtwgpOwuHXhqRDM/IGfUdkppSMej49caV0w79T+HmAHNbj6bMBnobqHo+owXXAxjZQWvwzBkvOgQhHDqcBaIbgjq5XEkGvTHC1Ufy1DcqTKksAxFoVp/KOC+9jjX6gTmMjGDn3nLLv78+zcIQo9UzKKjJcaV8eaDTG/tb8cLNEXHo7M2vfczh7v5z+dGSNmKuGngBCFVN+R4f4affXQP+bLDty9Pgq5NWa2hO5Pg1545yPE97QznKnz5wgjHdmVJxy3OXH2l7vGpJ5s0UVphmornH46GAsWARiGmdz/Uy6XR+jPPNarh9OK5YR7oa+XtB+fPmPXiueF1r8vz4rlhHtvfwU+l6rclbhvYrsI07uyNUoq4Xf/k6svGmSp7OH5IzFS4gSbU0XIhhBBiu1r14JBSygQ+CTwHDALfV0p9QWt9YbW3JYQQYr7WpMVUeXXq6Ax0p/H8aEaliheyqz1JoeLTnjIpeprJsktb3CBfJ/NmR8ZmuuqRSVj0Z1P01qZEniy5dLXM74Dtak8St43Z4FHFDXhHbYrpyZLL965MzBaNXaq9V8ZKBLXmGAZRhEWDUpAru7SmYvzEwS7etr8TgHc/3EfMMvjetSmKVQ+lFDvSNnbMJmEZZJMxHuht4WhvGxBNi/qbP/0AL54bZmS6Sk9rgsf3tuNpZqc+/fAT+2anev3k1y5RqLqUPE0Y1i+wXE9bwqToeNiWQocajSJmKSzTIB0zaKsNrXrmgR6+fOE2Fe9OEAnANiBum7hO43DD/s4k+YpPJmagLJOC65OJWezencQNNeNFh7gJ9VYxN7Nr7rKZQOKtfIVsMsbRvgwD3RkgGnY3Mu3MOwa2gv7O+kPOWhIWcTNFwfUpuwHJmMGe9hR2gw7/ux/u42sXhrk2WSWoBTXbYoqBna0opbBtgyw2FT+k4gUNC14v3M/WlEnJ9bCVSTZlc3IgGo74G+85SsHxOXM9R9GJagedOtzB77zw8OxsJ08emJp3rjx/rHc2sNKbTfLcgz2cHcwxXnQ4srOFC7eLS7QIWmIG2VSMlpjFw/1tfOTJKHD5/PFevnh2+K4A0+Ed0fHtStuMl7y71nd0Z0vd7YxMV+lrmx+UbUvY3MpXlmzjaluqLX3ZJBpwfY0fhliGQcyy6Gsw68zhnW3EDINLYyVKXkjaNnhoZyv7dmTWeleEEEKITWstMoceBy5rra8AKKU+A7wASHBICLHppSxFeZGhJ5aan10SN6CJUUmrwgAe7G3l3PB0w9cc6M5w5vpUw5/PZFeo2vrmdiTTMQPXD/FD6M/GeO7oTiaKLq/fnuatu9M891Av331znHzF54WBTjrSMb7xxijfuDjKRNlFaY1lGbTEbN4+0ME7DnVTcnwKVZ/j/VH2SEc6Rsnx52UOlRyfjnQU7Djen+XLF0ai9sSjGi/7u9NRx7bo8EB3gh+PVe/ar94Wk+eO7uQvq4OMFhxSMYPOlgRlJyBfcdnTmeI33vXAXe053p9ldNrhiQPdpOMWg1NlXrmW48S+dna1J+96PUQBoqUyJ2ameh2cKPGfzg7TmzVJxyzO3cozM+P93CyvuAm7O1MUqj5BoHlioIO9nS188+IYl0cLtCVt+rJJyl5AoeLzzOFoOM3CTCbf10xXPE7sb+dgd4b/99tXqNS2NzcY0plQ/NbzD/KVC7d543aRo32tdKZjVP2AqZLH2/a18wsn9/KtH9/my2+MYxmKmKmoetH5caw3jWUavDpYwDKi9gdEmWXveqCbP/jgo7OZMYWqRzpu0dUSo+L4pBNRIWCIMowOdNcPThzra+XM9Rx9bSkStkHVC8lVXB7pa637+ueP9TI4WeXxAxZtCZsvvX4b34eD3elon1MxRvNVMgmbt+7OcjVR4PWR0uxngY6uh+6URXdrgqofMlV0eHR3O73ZFLap6EjFOHWkJzrnskl+54WHOTuYmw0MHu/PzpsGd6lzZe60uQr44tkhBnPVaOYtNEXHxzJNYqYiZhm0p2L8zFt6aU3F7treLz21n7Giy2Sxiqf17Ll0eEcrWmv2dqapuNNoNJZhYFkGbQmLv3W8r27beloT5Kse7XOydfJVj57W9R9WtlRbfvLIDr742jBojVKgNaAUP3lkR931HetrpeqFPNDXPu/cOtbg3BJCCCG2g7UIDu0Cbs75/yBwcuGLlFIfBz4OsGfPnjVohhACwDajYSgrGN3S/LYMiFkGpgJLhUw70dP79ZiIRwGtCSOqORFqJit3pztYqpbpoOdnPMxIWtFwHcv069ahsWsjXEwdDZExbUUYQtzQTQeI4qZBEIZ1hy/VM3dY0YHOBJ0tNjvSFqN1pr1uS5iEYdhweMlb+1r4wMm9/NuvX2Yo58wGhiwFqZhJ3DZoSVgoDcf7O8hXPJIxg8f3dzDQlWK86HC4p4XxkodtRpk8+7vTDE1leCITJ2YZ2KbCUoqBHS2MFx060jGeGOic7cAuDP7MBF+eGIgyeRZmU3SkY7zv0f7Z9//kkR184lPf59xwAS+M2t6eMHjHkZ3kKx57Z7JQFBSqHknb4sHeVo72tdZtz8Lt9WWTPPZ0O8PT1bqvX65ffHI/+YrH2aHp2aypUsXB1dGQvaRl0JW02NOdoSMdoyVuEYSahG2Sr7g8sLMFBThBwETJIRO3OXW4iw/XskXqZTId7EpxebzMrXyFdx/byTfeuE2+Sm0WJ+hMGPy9dx5gvOjwyJ4s7akYbhCSr7jYpsH+7jSnap3q//mFt1D87A94dXCaihcStwyO96T5b07sJVf2qHqDXJko4fgQs+GpAx38T+99uO6xfevuLK0Ji4ITUPUCErZJVzo+u62FTh3pYbzgMll2yVcCbFOxryM1G5xZ6Piedj7+dDQE6Va+Qm8mgWUZtCZiaK0Z6E4zXnRIWoqS49GVSXBER7VpHD+kMx3nkf4Mt6Y9RgpV+ttTPPf0fjKpeMPgz9zgzkqdOrKD8ZLLZNHBC0Js08D1olm4Sm5wV+ZRvf3/zXcfmT0XWuIWgR+SiFvkKx4DXdG1EbcUvtakbYuDPRl+9pH+uut7/lgvf1SbLa4tYZOveuRKPn/7sd2rsr/LsVRbfvaRfibLHpdHCpQ8f8l9W+65JYQQQmwHarWmqp1doVLvA96jtf77tf//InBSa/2JRu85ceKEPnNmZUVGN4sD//i/NF0zQGxPMQWhiqY29rxo2t3F4gozT/uN2p9dHQls02BsukLB0WggaUM2YeEEioofkLRMBjoTHOnLUnR8eloTxJTmm5cnmSg5mEpxaEca07TIVVyyyRi2EXJzygEFbUmbXLHCUN6j4gUkbZOeFgutDAqOj1kbejNW9pl2PEwUA11pHtvfwaN7OmaHArUlLd5+oIvBqTKfffkGt6eruEGIoRTdLTF2d6ajIsR+SFvcJBmz2dEaJxO3cXyfm5MVUnGTshOQTZnkK9HT3YRtki86+BpSCQurdpCee6h3Ntvj6z8e4dJokULVw1SKJw908uyDUW2OyZLLZ16+xvXJClpr0nGLfe0J9nZnKDo+LXGLYsUj7wSUHI903KYtbtKStCk6PpMlF6Xh4M4MCcuk6gf84OoEo0UXpSBpmUyXq7jawA00ltIYCga6M5imIgiiIVnHd2fpa0tyK1/he5fH0Qq8MOq0tScNvFBRcHw603GePtiBqxUj01XSMZObkyWujlcouT5x0yBmKuJxC9cLUQaM5Cp4YRSAsEzY1ZbgX37wUXa0Jvj8mZtMll28QGObiqrjY1rG7LmycJjUwg7xcK4yL1uitzUxO4yq3usXWvj+pV6/1Pvnbl+huTZexg3C2Q52R0t8XoBpvc1trwKujBbxtZ49/h2pGO87sXu2fSs9vgudvdF4aFO97S31ec/9+XI+y+Fchc//YHBe8GOpz2Yl58pwrnLXub6cYMtGWOm1sdT6lnsuLXXurKeVnscLrfaxFkIIITYrpdQrWusTS75uDYJDbwd+R2v97tr/fwtAa/2/NXrP/RQc+uO/vsjvvnRpo5sxz0zmQTP1FQDSdlRYM2kbeE7I3QM4VsZSUSaJaYC3ICoyN0sC4FBHjP09WUYKVVrjFgXH4+ZkZTZgYasoQ8QPIWbBgY4ERS9KN0/HLHZl46QT8WhWJENxO1eh4oc4QUjatmhLGAQYFKoenek4h7qTXBqrMFFy6EzHSVmac7dLVLzoeBzqTDBRCclXPdoSNi02vDlZxfWj7T9zuJP3Prp39mazUHb48utjjBSq9GQSfOBEP88+1Du7fwtvdrtSFt+/np99/dv2tjFe9u/KCKh3c7zcTtqXL4yQSVjzsjeee7CnqU7fwvfXG4ozmKvQlbbRqDodeBgvOPR3pEjHLYamKpy5NsVj+7L0t6fuak+99i62/qXaW+/9y+0QL9XJXfjZLgy42Apevj7V8OfL7dgs3P+F67/Xc2Ur2uz7t9nbt5bWe9+387EWQgghhICNDQ5ZwEXgWWAI+D7wIa31+UbvuZ+CQxAFiD51+uZsAKGv1ebSeJWS42MoTdI2ScQsOtNxdrXZnB8uzb72od40Q3lvNjgxN1ugXvCgr9Xm1cHC7Os/fHI3739832xblupArvSJ/1Id0oXBjIX/X2mHeKXt3c4dhbXM3liLz2a127vaT+S387kkhBBCCCGE2Jw2LDhU2/jzwB8QleX4E6317y72+vstOCSEEEIIIYQQQgix0ZoNDq1FQWq01i8CL67FuoUQQgghhBBCCCHE6jE2ugFCCCGEEEIIIYQQYuNIcEgIIYQQQgghhBBiG5PgkBBCCCGEEEIIIcQ2JsEhIYQQQgghhBBCiG1MgkNCCCGEEEIIIYQQ25gEh4QQQgghhBBCCCG2MQkOCSGEEEIIIYQQQmxjSmu90W1AKTUGXN/odtyDLmB8oxshxBYg14oQzZFrRYjmyfUiRHPkWhGieffj9bJXa9291Is2RXBoq1JKndFan9jodgix2cm1IkRz5FoRonlyvQjRHLlWhGjedr5eZFiZEEIIIYQQQgghxDYmwSEhhBBCCCGEEEKIbUyCQyvzRxvdACG2CLlWhGiOXCtCNE+uFyGaI9eKEM3btteL1BwSQgghhBBCCCGE2MYkc0gIIYQQQgghhBBiG5PgkBBCCCGEEEIIIcQ2JsGhJSil3qOUekMpdVkp9Y/r/DyulPrz2s9PK6X2rX8rhdgcmrhe/qFS6oJS6jWl1FeVUns3op1CbLSlrpU5r/t5pZRWSm3LKVWFaOZaUUr97dp3y3ml1KfXu41CbBZN3IftUUp9XSn1au1e7PmNaKcQG00p9SdKqVGl1LkGP1dKqX9du5ZeU0o9ut5t3AgSHFqEM4e6ZgAAA8JJREFUUsoEPgn8NPAg8AtKqQcXvOxjwJTW+iDwL4H/fX1bKcTm0OT18ipwQmv9FuDzwP+xvq0UYuM1ea2glMoA/z1wen1bKMTm0My1opQ6BPwW8JTW+iHg19e9oUJsAk1+t/wT4LNa60eADwL/dn1bKcSm8e+B9yzy858GDtX+fBz4w3Vo04aT4NDiHgcua62vaK1d4DPACwte8wLw/9X+/XngWaWUWsc2CrFZLHm9aK2/rrUu1/77PaB/ndsoxGbQzHcLwD8jeuBQXc/GCbGJNHOt/DLwSa31FIDWenSd2yjEZtHM9aKB1tq/24Bb69g+ITYNrfU3gclFXvIC8B905HtAVinVuz6t2zgSHFrcLuDmnP8P1pbVfY3W2gfyQOe6tE6IzaWZ62WujwF/taYtEmJzWvJaqaUv79Za/5f1bJgQm0wz3yuHgcNKqb9RSn1PKbXYk2Ah7mfNXC+/A3xYKTUIvAj86vo0TYgtZ7n9mvuCtdENEEJsP0qpDwMngHdudFuE2GyUUgbw+8BHN7gpQmwFFlHa/ymibNRvKqUe1lrnNrRVQmxOvwD8e6317yml3g78qVLqmNY63OiGCSE2nmQOLW4I2D3n//21ZXVfo5SyiFI0J9aldUJsLs1cLyilfgr4beC9WmtnndomxGay1LWSAY4Bf62UugY8AXxBilKLbaiZ75VB4Ataa09rfRW4SBQsEmK7aeZ6+RjwWQCt9XeBBNC1Lq0TYmtpql9zv5Hg0OK+DxxSSu1XSsWICrd9YcFrvgD83dq/3wd8TWut17GNQmwWS14vSqlHgP+LKDAkdSHEdrXotaK1zmutu7TW+7TW+4jqc71Xa31mY5orxIZp5j7sL4myhlBKdRENM7uyno0UYpNo5nq5ATwLoJQ6ShQcGlvXVgqxNXwB+Eht1rIngLzWenijG7XWZFjZIrTWvlLqE8B/BUzgT7TW55VS/ytwRmv9BeD/IUrJvExU1OqDG9diITZOk9fLvwBagM/V6rbf0Fq/d8MaLcQGaPJaEWLba/Ja+a/Au5RSF4AA+Edaa8ngFttOk9fLbwB/rJT6H4iKU39UHmqL7Ugp9WdEDxa6ajW4/hfABtBa/zuimlzPA5eBMvBLG9PS9aXk94EQQgghhBBCCCHE9iXDyoQQQgghhBBCCCG2MQkOCSGEEEIIIYQQQmxjEhwSQgghhBBCCCGE2MYkOCSEEEIIIYQQQgixjUlwSAghhBBCCCGEEGIbk+CQEEIIIYQQQgghxDYmwSEhhBBCCCGEEEKIbez/B2uqPiN1d3K0AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.clf()\n",
    "plt.figure(figsize=(20,5))\n",
    "plt.scatter(x=train_df.loc[:,'RentRoom'],y=train_df.loc[:,'Rental'],alpha=0.3)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 楼层\n",
    "根据数据来看中等楼层的租金要稍微高一点，但用XGB模型实测发现该特征重要性为零！该特征待处理。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "          Rental          \n",
      "            mean       std\n",
      "Height                    \n",
      "0       7.785228  5.963904\n",
      "1       8.226252  6.834896\n",
      "2       7.913312  6.247444\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(train_df.loc[:,['Height','Rental']].groupby(['Height']).agg(['mean','std']))\n",
    "plt.clf()\n",
    "sns.boxplot(x='Height',y='Rental',data=train_df)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 楼层总高度"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              Rental           \n",
      "                mean        std\n",
      "TolHeight                      \n",
      "0.018182   36.656157  21.728559\n",
      "0.909091   31.089351  15.477247\n",
      "0.036364   24.533775  24.293980\n",
      "0.945455   22.834685  16.820736\n",
      "0.636364   22.018012  15.345143\n",
      "0.963636   19.750990   3.534238\n",
      "0.781818   19.347626  13.670670\n",
      "0.800000   18.916987   6.590893\n",
      "0.763636   18.577032  20.738318\n",
      "0.872727   18.363945   8.699511\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(train_df.loc[:,['TolHeight','Rental']].groupby(['TolHeight']).agg(['mean','std']).sort_values(by=('Rental','mean'),ascending=False).head(10))\n",
    "\n",
    "plt.clf()\n",
    "plt.figure(figsize=(20,8))\n",
    "sns.boxplot(x='TolHeight',y='Rental',data=train_df)\n",
    "plt.xticks(rotation='90')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 房子面积\n",
    "原生最强特征"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x288 with 2 Axes>"
      ]
     },
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       "        Time  Neighborhood  RentRoom  Height  TolHeight  RoomArea RoomDir  \\\n",
       "5789       1          4724  0.074219       1   0.563636  0.214499       E   \n",
       "31724      1          4724  0.070312       1   0.563636  0.214499       E   \n",
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       "\n",
       "        RentStatus  Bedroom  Livingroom  Bathroom  RentType  Region  BusLoc  \\\n",
       "5789           NaN        2           2         1       NaN     8.0   133.0   \n",
       "31724          NaN        2           2         1       NaN     8.0   133.0   \n",
       "61440          NaN        2           2         1       NaN     8.0   133.0   \n",
       "72710          NaN        2           2         1       NaN     8.0   133.0   \n",
       "91336          NaN        2           2         1       NaN     8.0   133.0   \n",
       "100648         NaN        1           1         1       NaN    11.0    55.0   \n",
       "105736         NaN        1           1         1       NaN    11.0    55.0   \n",
       "121873         NaN        1           0         1       NaN     0.0   109.0   \n",
       "127221         NaN        1           1         1       NaN    11.0    55.0   \n",
       "150066         NaN        2           1         1       NaN     0.0   109.0   \n",
       "151737         NaN        1           1         1       NaN    11.0    55.0   \n",
       "153345         NaN        1           1         1       NaN    10.0    85.0   \n",
       "175944         NaN        1           1         1       NaN    11.0    55.0   \n",
       "180154         NaN        1           1         1       NaN    10.0    85.0   \n",
       "192608         NaN        1           1         1       NaN    10.0    85.0   \n",
       "196035         NaN        2           1         1       NaN     9.0   112.0   \n",
       "\n",
       "        SubwayLine  SubwaySta  SubwayDis  RemodCond     Rental  \n",
       "5789           NaN        NaN        NaN        NaN   3.225806  \n",
       "31724          NaN        NaN        NaN        NaN   3.225806  \n",
       "61440          NaN        NaN        NaN        NaN   3.225806  \n",
       "72710          NaN        NaN        NaN        NaN   2.886248  \n",
       "91336          NaN        NaN        NaN        NaN   2.546689  \n",
       "100648         5.0      113.0   0.364167        NaN  18.845501  \n",
       "105736         5.0      113.0   0.364167        NaN  18.845501  \n",
       "121873         NaN        NaN        NaN        NaN  81.154499  \n",
       "127221         5.0      113.0   0.364167        NaN  18.845501  \n",
       "150066         NaN        NaN        NaN        NaN   5.602716  \n",
       "151737         5.0      113.0   0.364167        NaN  18.845501  \n",
       "153345         1.0       77.0   0.850833        NaN   8.896435  \n",
       "175944         5.0      113.0   0.364167        NaN  18.845501  \n",
       "180154         1.0       77.0   0.850833        NaN   8.896435  \n",
       "192608         1.0       77.0   0.850833        NaN   8.896435  \n",
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      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plt.clf()\n",
    "fig,axs=plt.subplots(1,2,figsize=(14,4))\n",
    "axs[0].scatter(x=train_df.loc[:,'RoomArea'],y=train_df.loc[:,'Rental'])\n",
    "axs[1].scatter(x=train_df[train_df.loc[:,'RoomArea']<0.15].loc[:,'RoomArea'],y=train_df[train_df.loc[:,'RoomArea']<0.15].loc[:,'Rental'])\n",
    "plt.show()\n",
    "\n",
    "train_df[train_df.loc[:,'RoomArea']>0.15]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
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       "      <th>SubwayLine</th>\n",
       "      <th>SubwaySta</th>\n",
       "      <th>SubwayDis</th>\n",
       "      <th>RemodCond</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>42954</th>\n",
       "      <td>43969</td>\n",
       "      <td>4</td>\n",
       "      <td>6060</td>\n",
       "      <td>0.007812</td>\n",
       "      <td>2</td>\n",
       "      <td>0.309091</td>\n",
       "      <td>0.01291</td>\n",
       "      <td>ES</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.0</td>\n",
       "      <td>112.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>0.801667</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          id  Time  Neighborhood  RentRoom  Height  TolHeight  RoomArea  \\\n",
       "42954  43969     4          6060  0.007812       2   0.309091   0.01291   \n",
       "\n",
       "      RoomDir  RentStatus  Bedroom  Livingroom  Bathroom  RentType  Region  \\\n",
       "42954      ES         NaN        2           1         1       NaN     9.0   \n",
       "\n",
       "       BusLoc  SubwayLine  SubwaySta  SubwayDis  RemodCond  \n",
       "42954   112.0         1.0       90.0   0.801667        NaN  "
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test_df[test_df.loc[:,'Neighborhood']==6060]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "由上图可以看出训练集中有明显的**杠杆支点**，会影响模型的预测，根据模型的线下表现考虑移除部分或全部移除。**Neighborhood=1903**确定为异常点。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 朝向"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                Rental           \n",
      "                  mean        std\n",
      "RoomDir                          \n",
      "E S W        30.606575  28.031284\n",
      "S W N        27.457941  18.718902\n",
      "S WS W       19.573126   8.311509\n",
      "N S          19.185059   0.000000\n",
      "W WN         15.164998  20.030400\n",
      "E W N        12.830463   3.336868\n",
      "N W          12.393888        NaN\n",
      "S N EN       12.393888        NaN\n",
      "E ES S WS W  11.714771   1.358234\n",
      "WS N         11.491377   8.016505\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1440x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(train_df.loc[:,['RoomDir','Rental']].groupby(['RoomDir']).agg(['mean','std']).sort_values(by=('Rental','mean'),ascending=False).head(10))\n",
    "\n",
    "plt.clf()\n",
    "plt.figure(figsize=(20,8))\n",
    "sns.boxplot(x='RoomDir',y='Rental',data=train_df)\n",
    "plt.xticks(rotation='90')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "           Rental          \n",
      "             mean       std\n",
      "RoomDir                    \n",
      "S        8.618269  7.113923\n",
      "W        8.511880  7.165336\n",
      "N        8.445846  6.163865\n",
      "WN       8.265034  6.744522\n",
      "EN       8.236689  6.243881\n",
      "E        7.653534  5.933830\n",
      "WS       7.542019  5.855688\n",
      "ES       7.306105  5.440560\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def ex_dir(direction):\n",
    "    try:\n",
    "        direction=direction.split(' ')[0]\n",
    "    except Exception as e:\n",
    "        pass\n",
    "    return direction\n",
    "\n",
    "tmp_train_df=train_df\n",
    "tmp_train_df.loc[:,'RoomDir']=train_df.loc[:,'RoomDir'].apply(ex_dir)\n",
    "\n",
    "print(tmp_train_df.loc[:,['RoomDir','Rental']].groupby(['RoomDir']).agg(['mean','std']).sort_values(by=('Rental','mean'),ascending=False).head(10))\n",
    "\n",
    "plt.clf()\n",
    "plt.figure(figsize=(20,8))\n",
    "sns.boxplot(x='RoomDir',y='Rental',data=tmp_train_df)\n",
    "plt.xticks(rotation='90')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 出租状态"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "               Rental          \n",
      "                 mean       std\n",
      "RentStatus                     \n",
      "2.0         10.020565  7.382067\n",
      "1.0          8.227435  5.591589\n",
      "3.0          7.128222  5.707782\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(train_df.loc[:,['RentStatus','Rental']].groupby(['RentStatus']).agg(['mean','std']).sort_values(by=('Rental','mean'),ascending=False))\n",
    "\n",
    "plt.clf()\n",
    "sns.boxplot(x='RentStatus',y='Rental',data=train_df)\n",
    "plt.xticks(rotation='90')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "            Rental           \n",
      "              mean        std\n",
      "Bedroom                      \n",
      "10       63.893605   9.703695\n",
      "11       39.558574   0.000000\n",
      "9        31.511210  28.778784\n",
      "6        21.882312  20.367777\n",
      "8        19.669430  10.441343\n",
      "7        18.461406  16.061304\n",
      "5        16.581532  17.065568\n",
      "4        13.761365  12.570775\n",
      "3         9.246102   6.575000\n",
      "0         7.393116   8.194543\n",
      "2         7.026731   3.655757\n",
      "1         5.974477   4.876020\n"
     ]
    },
    {
     "data": {
      "image/png": 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S6FtRTZs2LdK+/vrrE+pJOrRPsH36pGcRnvaIllIU+1+Yu78DvG1mJ2SfOgt4FVgMXJ597nJgUdx9K7YTTzwx0v7Upz6VUE/COOmkkyLt9hVJi61v376RdugEEWdxQO0RLaUoqbdg1wGPmNnLwMnAXcBs4Gwzex34UrZd1ubMmRNpz55d9j9SxLp16yLt9ruiFVv7Hezat8ud9oiWUpPENQjcfS0wPs+Xzoq7LyFt2LCh07aUvtAlxdvK7REtUirSM4lbgqqqqjpti4iUsk5fsczsLzr7urv/orjdSZe0T4mISLp19Zb2gk6+5oASRCfGjBkTmVYaM2ZMgr0REemeThOEu1/Z2delc4cffnikfcQRZV9eKmLs2LG8+eabB9rjxo1LrjNSEebPn09DQ0NBx77xxhsAzJgxo6Djx40bV9H3PORT8KS4mX0Z+B9A/9xz7n5HiE6lRftVPWvXrk2oJ2G031Fuy5awt65UVVVFpuniuKbzjW98gzfffJNx48Yxf/784PGkcw0NDbz2Wj3DhxUwGvdDAGjasq/LQ7du0wKSfAr6CzOzHwIDgQnA/cBfAv8dsF9SBuIuDzF9+vTIUuEbbwxfqis3Qir0XauEN3zYGC45r7hLgRc+rQq6+RS6iulP3f2vge3ufjtwOvDJcN0SOVj7+0i+853vBI33jW98I9LW9INUmkLH6B9lP+8ysxqgCRgRpksipaHt9RUo7igi31z6pk2bABg5cuRBx/d2fjzueJIOhSaIpWY2FJgLvEhmBVP4HeNFKsju3btTHU/KT6EJYo677wF+bmZLyVyo1m+XSA/le3eeW20zd+7cso8n6VDoNYhf5x64+x53b277nOTXvphc+2JzUtrGjh0baWsZr1SaThOEmR1jZqcCA8zsFDP7XPbji2RWNUknWltbI+39+/cHj7lgwQLq6upYuHBh8Fhxi7O6KsCPfvSjSFvLXKXSdDWCqAPmAaOAfwD+b/bjW8DNnXyfcPCd03HcSf3ggw8CcP/96btEtGrVqkj72WefTagnIpWh0wTh7g+7+wTgCnef0ObjQtVh6trmzZsj7XfeeSdovAULFkTaaRtFxL3M9d577420f/jDHwaNJ1JqCr0GsdTMLjOzm83s1txH0J6lwN69eyPtPXv2BI2XGz3kpHEUEafFixdH2k8++WRCPRFJRqGrmBYBzcAaIOyrnIiIlIRCE8Qodz8naE9ERKSkFDrF9F9mFnbD4RTq379/pD1gwICg8a68Mlp896qrrgoaL+0uvPDCSHvy5MkJ9UQkGYUmiD8D1pjZ783sZTN7JbuftHRi0aJFkfZTTz0VNN6UKVMi7UsuuSRovEMPPbTTdrmbNm1apH3NNdck1BORZBQ6xXRu0F6k1KxZsyLtO+64g1tvDXdtf8mSJZH2008/zXnnnRcsXvuL7qEvwofU0T4DhxxyCHv37mXYsGGRfQVUq0gqQUEjCHffAIwGJmYf7yr0eyvZ888/H2k/99xzQeO1X5Z5zz33BI1XCfr168egQYMYNWpU0l0RiV2h+0HMAsYDJwAPAv2AfwHOCNc16S5377QtHetoNKB6RVLJCh0FTAYuBD4EcPdG4LBQnZKeMbNO2yIi3VFogtjrmbejDmBmg8J1KT3av0C3L95XbO0vql5//fVB44lIuhX6ivW4mf0IGGpm/wv4d7QfRJfal4K46667gsa74IILIu2QF6hFJP0Kugbh7vPM7GxgJ5nrELe6+4qgPUuBU089NdI+5ZRTEuqJiEj3FTzn4e4r3H2Gu08HnjGzqQH7lQp1dXWdtovtq1/9aqR9+eWXB40nIunW1X4Qh5vZt83sB2Y2yTK+CTQAX4mni1KoLVu2RNqhq8eKSLp1NcX0U2A7md3jriKzB4QBF7v72sB9ExGRBHWVIMa5+2cAzOx+YDNwrLtrP2oRkZTr6hrEvtwDd98PbCxWcjCzvmb2kpktzbaPM7MXzKzezH5mZocUI04lOeqooyLtY445JqGeiEgadJUg/sTMdmY/3gc+m3tsZjt7GfsGYH2b9t3AP7p7LZlpra/38vyJGzx4cKftYvvpT38aaT/88MNB44lIunW15Whfdz88+3GYu1e1eXx4T4Oa2Sjgy2TvpbDMHWUTgSeyhzwMXNzT85eKm2+Obtt9yy23JNSTdNCd4iLxSqrg3j8BM4HWbLsa2OHuLdn2RmBkEh0rpjvuuCPSvv3224PGO/fcaNHdtN0op1pTIvEqtNx30ZjZ+cAWd19jZl/swfdfDVwNcOyxxxa5d8W1e3f0cs1HH30UNF5ra2ukvX///qDxRKS45s+fz4oV0XuQd+3a1e03Q2bGwIEDI8+dffbZ3S5Rn8QI4gzgQjN7E1hAZmrpe2TKeOQS1ihgU75vdvf73H28u48fPnx4HP0VEalIsY8g3P3bwLcBsiOI6e4+1cwWAn9JJmlcDizq8CQiIil07bXXltRGVKW06c+NwLfMrJ7MNYkHEu6PiEhFSzRBuPuv3P387OMGd/+8u9e6+yXuXr77V1aIL3zhC5H2aaedllBPRCSEUhpBpE7c+0HE7YUXXoi022+xKiLlLV2vWCWm/cqD9quMRERKmRKEiIjkpQQhIiJ5xb7MtZJceOGFLF68+EB78uTJQeMddthhvP/++wfaQ4YMCRpPpCPz58+noaEh8tymTZlbm0aOPLhIwrhx40pqeadkaAQR0LRp0yLta665Jmi8J554ItJ+/PHHg8aLW1VVVadtKW27d+8+qLqAlDb9hUnZaGlp6bQtpSPfaGDGjBkAzJ07N+7uSA8pQQSUb0/qZcuWpSZeSPmmKA499FD27NkTaededDRFIVJ8FTfFVF9fz+TJkw968ZHSN3r06Ei71Is1ipS7ihtBzJkzh127djF79mzuu+++pLsjHehoNHDhhReyZ88exowZww9+8IOYeyVSWSpqBFFfX8+GDRsA2LBhg0YRZWj06NH06dOHm266KemuiKReRSWIOXPmRNqzZ89OqCfSUwMHDuSkk05i3LhxSXdFJPUqKkHkRg8dtUVE5GMVlSDGjBnTaVtERD5WUQli5syZkbbmsUVEOlZRCaK2tvbAqGHMmDGaxxYR6UTFLXOdOXMmM2bM0OhBUinfDYYdeeONN4CP73Duim5GrDwVlyBqa2t58sknk+6GSBANDQ28/Nrv6VN9VJfHtnpmQ6t1W7d3fWzTll73TcpPxSUIkTiFfEcP+d/V96k+ikPPv7TwThZgz9LHino+KQ9KECIBZd7Rr8eqh3V5bG4Hwle2vlvQub1pW6/6JtIVJQiRwKx6GFXn13V9YDe1LC3PQoxSPipqFZOIiBROIwgR6TGtmko3JQgR6bGGhgbWvfY6h1aP7vLYvd4PgNe3dr2r3J6mt3vdN+k9JQgR6ZVDq0dz7EUzuz6wG95aNKfrgyQ4XYMQEZG8lCBERCQvJQgREclL1yBEpGw0Njays3kXC5++s6jn3dq0gT0tA4t6zjTQCEJERPLSCEIqSnfW7YPW7peampoaDq3axyXn3VLU8y58+k6qj+pX1HOmQewJwsxGA/8MHA04cJ+7f8/MhgE/A8YCbwJfcfeuy0yKdEOmNtKrUD24sG/wfQC8vPWtro9t+qAXPRMpPUmMIFqA/+PuL5rZYcAaM1sBXAE84+6zzewm4CbgxgT6J2lXPZiqi8YX/bQti1YX/ZylrrGxkT07Pyz6fQt7mt6mcd+gop5Tui/2axDuvtndX8w+fh9YD4wELgIezh72MHBx3H0TEZGPJXoNwszGAqcALwBHu/vm7JfeITMFle97rgauBjj22GPDd1JEOlRTU8OH/XYHuZO6Znj/op5Tui+xVUxmNhj4OfA37r6z7dc8Uxjf832fu9/n7uPdffzw4cNj6KmISGVKJEGYWT8yyeERd/9F9ul3zWxE9usjAO1xKCKSoCRWMRnwALDe3f+hzZcWA5cDs7OfF8XdN+lYoctDc8tBtdxTpPwlcQ3iDOCrwCtmtjb73M1kEsPjZvZ1YAPwlQT6JiIiWbEnCHf/T8A6+PJZcfZFCpdvNFBXd/A2mnPnzo2jOyISA91JLT22bNmySJJYtqz7eyTrzmaR0qUEIYlqaGjglddepl91Yce3ZNe2vbb15S6P3dfUi46JSOUliKamJr773e9y8803M2zYsKS7U/Y++9nPAr2bWupXDUde1NGsY8+9tyjvSmkRKVDFJYhHH32UdevW8cgjj3Ddddcl3R1JucbGRnxnMy1Luz/91hVv2kbjvv1FP69ITkUliKamJpYvX467s3z5cqZOnapRhEgv7Wl6u6BaTHubM7c2HTLkqILOyfDje9036Z2KShCPPvoora2tALS2tmoUIcHV1NTQ1K8vVecfvOKrt1qWLqNmeN6KNLEZN25cwce+sTNTGfcThZTQGH58t84tYVRUgli5ciUtLS0AtLS0sHLlyrJNELpxTUpBd36ncr+LWgpdPioqQUycOJFf/vKXtLS0UFVVxcSJE5PukkhRNTY20rrzffYsfayo521t2kLjvo+Kek4pfRWVIC677DKWL18OQJ8+fZg6dWrCPeo53bgmIqFVVIKorq5m0qRJ/Ou//iuTJk0q6gXq7k75QPGnffr378/u3bsPtAcMGFC0c0t5qKmpYVu/7Rx6/qVFPe+epY9RM/yIop5TSl9FJQjIjCI2bNhQ1qOHjixatCgyinjqqacS7E1pamxshJ3vh9n9rel9Gvc1Fv+8IgmpuARRXV3NvHnzin7eUpvy0ehBRHqr4hJEnEaNGsXGjRsPtOPYAa8YdzZ3pz5SudVGqqmp4b1+LcH2pK4ZXlP084okRQkioAceeCAyivjxj3+cYG8K19DQwPr1LzOkgCnn/ZnbSmh8p+vaSM3bD36usbGRfTvDlMXY14SmfER6QQkisKqqKlpaWspu/+whR8CZk4p7zmeXF/d85cKbthVUasOb3wfAhhxW8HlJ+EY5STcliMA+/elPA1pu2pGamhp29nsvWLG+pKd8unen8QcAfKLQF/3hR+tuYwlKCaIMpPmaQNrpTmMpZ0oQZaChoYHfr3+Z4UO7Ptay1wS2be76msDWHb3smJSk1qYtBd1J3Zq9KNSngItNrU1bQPdBVJzUJoiO3nVv2rQJgJEjRx70tVJ+Nz18KHxlQt+invPxVflLRTc2NrKjufjXDHZsB1p10Tik7k1pbQPgE4W88A8/omSms7Zu28DCp+/s8rgdO98BYOjhxxR0zuqjanvdt7RJRYLIlwwaGxv56KODa8fknmt7x3Hb72l/nnxJQ1M+UqrSPqXVnSS14/29AFQf1a/LY6uPqi2ZBFhKUpEgGhoaqH91PccO+bh0xpH0hf6DDzr23f2Z5ZRH5/kaDns3vXug+Vbztg7jvf7qy4w+vOt39P1aMnM+uzf+rstj397Z8Tv6nc0dv+PvqS07YLcf/I6+pqYG+rwXZBVTzTG6T0B6Lu0JsNSkIkEAHDtkGLf8eXFf0e78j47nWEYf3pcZpw8sary5v95V1POJiPRGahJEmtXU1NDf3gtyDWLYiPzv6Ju3F3YN4oPM0n0GF7B0v3k71OSZDt7XVPiNci3Nmc9VQ7o+dl8TMLyg04pIHqlIEI2NjXzY3NzpO/6e2NC8jUF28LROY2MjH+7cX/R3/G/v3M+gxvwXcbfuKGyKaUdmKT1D88yg5TvnsBEHP9+tC50fZq6x1BzziS6PrTnm4HN3d973jZ2ZeJ8Y3nU8hnf//CLysVQkiLTrzovc9uxF8WEjun4BHTYi/7njnOft7gV5zSuLxCcVCaKmpoa93jfINYhDag6+q7WmpobdrduDXIPoX3PwlI8uzBVZ0weFl/tuzo4ShxTwf930gaa0JFVSkSCS8HaBU0xbPsysYjpqUJ+Cznl8r3smnen5lFYBtbQ0pSUpk5oE8Vbztsg1iHc/fJ/dLfu6dY7+Vf04etDHV1vfat5G7ciDRxDdeRHYl53y6T+q6ymf47t5buk+TWmJFC4VCSLfi2rfxv30yXOjXGf6DhgQmVKqHZm/GJqmfESkEqQiQejOYxGR4iupBGFm5wDfA/oC97v77IS7JCI9kK8cTWdlZ1RipjR1feU0JmbWF7gXOBf4NHCpmX062V6JSLGUtjdYAAAHxUlEQVT079+f/v37J90N6YZSGkF8Hqh39wYAM1sAXAS8mmivJBEdFUTs6F1ob9+BlkK8kO+w444X92hAI5YwSilBjATebtPeCHwhob50W3dfYKB3v6Sl8IIWMl5H4n4HGme8NP9sSUj7zxeHUkoQBTGzq4GrgbLY5zntf/Sh4sX97k7xylvaf76kmHthRdJCM7PTgdvcvS7b/jaAu3+3o+8ZP368r15d4B2xIiICgJmtcffxXR1XMhepgd8Ax5vZcWZ2CDAFWJxwn0REKlbJTDG5e4uZfRNYRmaZ60/cvetddkREJIiSSRAA7v408HTS/RARkdKaYhIRkRKiBCEiInkpQYiISF5KECIikpcShIiI5FUyN8r1hJltBTb04FuPBN4rcncUT/HKLZbiVW68Me7e5Qa5ZZ0gesrMVhdyF6HiKV7c8dL8syle+cXTFJOIiOSlBCEiInlVaoK4T/EUr0TjpflnU7wyi1eR1yBERKRrlTqCEBGRLlRcgjCzc8zs92ZWb2Y3BY71EzPbYmbrQsbJxhptZqvM7FUz+52Z3RA4Xn8z+28z+2023u0h47WJ29fMXjKzpTHEetPMXjGztWYWfOMRMxtqZk+Y2Wtmtj67R0qoWCdkf67cx04z+5tQ8bIx/zb7u7LOzB4zs6C7W5nZDdlYvwvxs+X7+zazYWa2wsxez34+InC8S7I/X6uZFX81k7tXzAeZMuJvAOOAQ4DfAp8OGO9M4HPAuhh+thHA57KPDwP+EPhnM2Bw9nE/4AXgtBh+zm8BjwJLY4j1JnBk6Dht4j0MXJV9fAgwNKa4fYF3yKyNDxVjJPBHYEC2/ThwRcB4JwHrgIFkqlb/O1Bb5BgH/X0Dc4Cbso9vAu4OHO9E4ATgV8D4Yv87VtoI4vNAvbs3uPteYAFwUahg7v4ssC3U+dvF2uzuL2Yfvw+sJ/NHGSqeu/sH2Wa/7EfQC1pmNgr4MnB/yDhJMLMhZF4AHgBw973uviOm8GcBb7h7T2467Y4qYICZVZF54W4MGOtE4AV33+XuLcD/A/6imAE6+Pu+iEyiJ/v54pDx3H29u/++WDHaq7QEMRJ4u017IwFfRJNiZmOBU8i8qw8Zp6+ZrQW2ACvcPWg84J+AmUBr4Dg5Diw3szXZvdBDOg7YCjyYnUK738wGBY6ZMwV4LGQAd98EzAPeAjYDze6+PGDIdcCfm1m1mQ0EzgNGB4yXc7S7b84+fgc4OoaYwVRagkg9MxsM/Bz4G3ffGTKWu+9395OBUcDnzeykULHM7Hxgi7uvCRUjjz9z988B5wLTzOzMgLGqyEwfzHf3U4APyUxRBJXd3vdCYGHgOEeQeXd9HFADDDKzvwoVz93XA3cDy4FfAmuB/aHiddAHJ/CoOrRKSxCbiL6LGJV9LhXMrB+Z5PCIu/8irrjZqZBVwDkBw5wBXGhmb5KZGpxoZv8SMF7uXS/uvgV4kswUZSgbgY1tRmFPkEkYoZ0LvOju7waO8yXgj+6+1d33Ab8A/jRkQHd/wN1Pdfczge1krsuF9q6ZjQDIft4SQ8xgKi1B/AY43syOy75zmgIsTrhPRWFmRmb+er27/0MM8Yab2dDs4wHA2cBroeK5+7fdfZS7jyXz/7bS3YO9AzWzQWZ2WO4xMInMtEUQ7v4O8LaZnZB96izg1VDx2riUwNNLWW8Bp5nZwOzv6llkrpMFY2ZHZT8fS+b6w6Mh42UtBi7PPr4cWBRDzHCKfdW71D/IzEX+gcxqpr8LHOsxMvOt+8i8Q/x6wFh/RmY4+zKZ4fRa4LyA8T4LvJSNtw64Ncb/wy8SeBUTmZVuv81+/C7070o25snA6uy/6VPAEYHjDQKagCEx/b/dTuZNxDrgp8ChgeP9B5kk+1vgrADnP+jvG6gGngFeJ7NyaljgeJOzj/cA7wLLivkz6k5qERHJq9KmmEREpEBKECIikpcShIiI5KUEISIieSlBiIhIXkoQUvHMbH+2oulvzexFM+vWDVxmdpuZTQ/VP5GkVCXdAZES8JFnSoZgZnXAd4H/2duTmlmVZwrFiZQljSBEog4nU5YBADObYWa/MbOX2+55YWZ/Z2Z/MLP/JFNuOff8r8zsn7L7R9xgZmPNbGX2+5/J3tVLJ88/ZGbzzex5M2swsy9m9wFYb2YPxfWPIAIaQYhApgT1WqA/mX01JgKY2STgeDI1mAxYnC3Y9yGZch8nk/kbehFoW0TwEHcfnz3HEuBhd3/YzL4G3EOmBPT3O3ge4AjgdDJF9BaTqUN1FfAbMzvZ3deG+WcQiVKCEIlOMZ0O/HO2Mu2k7MdL2eMGk0kYhwFPuvuu7Pe0r+f1szaPT+fjfQh+SmZDmc6eB1ji7m5mrwDvuvsr2Ti/A8aSKaMiEpwShEgb7v5rMzsSGE5m1PBdd/9R22MK2L7yw152Y0/2c2ubx7m2/mYlNroGIdKGmX2KzBacTcAy4GvZPTYws5HZCqHPAheb2YBsxdcLOjnlf5GZjgKYSqaAXGfPi5QMvRsR+fgaBGRGDZe7+34yu8mdCPw6U6GaD4C/cvcXzexnZKqEbiFTRr4j15HZJW4GmR3jruzieZGSoWquIiKSl6aYREQkLyUIERHJSwlCRETyUoIQEZG8lCBERCQvJQgREclLCUJERPJSghARkbz+P01v0DEg/EriAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(train_df.loc[:,['Bedroom','Rental']].groupby(['Bedroom']).agg(['mean','std']).sort_values(by=('Rental','mean'),ascending=False))\n",
    "\n",
    "plt.clf()\n",
    "sns.boxplot(x='Bedroom',y='Rental',data=train_df)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "               Rental           \n",
      "                 mean        std\n",
      "Livingroom                      \n",
      "4           34.345351  32.133829\n",
      "3           26.424711  22.138966\n",
      "5           26.315789   9.118340\n",
      "2            9.414778   7.469209\n",
      "8            8.319185   0.000000\n",
      "1            7.242216   4.907467\n",
      "0            5.304890   5.115676\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(train_df.loc[:,['Livingroom','Rental']].groupby(['Livingroom']).agg(['mean','std']).sort_values(by=('Rental','mean'),ascending=False))\n",
    "\n",
    "plt.clf()\n",
    "sns.boxplot(x='Livingroom',y='Rental',data=train_df)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "             Rental           \n",
      "               mean        std\n",
      "Bathroom                      \n",
      "5         38.912107  25.075388\n",
      "6         35.683611  29.515009\n",
      "4         33.963816  22.608862\n",
      "3         26.429094  19.987111\n",
      "8         15.789474   0.000000\n",
      "7         15.136476  19.342156\n",
      "2         11.456724   8.300185\n",
      "0          7.260881  10.920943\n",
      "1          6.694448   3.644689\n"
     ]
    },
    {
     "data": {
      "image/png": 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MNgBNSTuT7r///qJ2S0tLoEg6aZirSPYE+Rjo7s8DDSUeOj/tWEREpLTMz6QWEZHSylYQZvaZco+7+yMDG04YN998M4sXL+bCCy/ka1/7WuhwRESi0FMX04VlHnOgKhLE4sWLAXjssceiSBDjx49n06ZNRW0RkbSV7WJy978u8/V/0gqykm6++eai9i233BIokk5Tp04tajc3NweKpNNHPvKRonZjY2OgSEQkLb2+B2FmnzCza8zsG4WvSgaWlkL1UPDYY48FiqTTj3/846L23XffHSiSTscff3xR+9hjjw0UiYikpVcJwsz+Afhf5IenGvCXwPsqGFemxTikdMmSJUXtJ554IlAkIpKW3lYQH3H3LwBvuvu3gD8BtIFzhuzevbtsW0SqT28TxJ7k+24zew+wHxhTmZBERCQGvZ0o9zMzGwXcAqwmP4LpRxWLSkREguttgviOu+8FfmpmPwOGAe9ULiwREQmtt11M/1n4wd33uvtbXY8NZpdeemlR+4orrggUSaejjjqqqH300UcHikREsqxsgjCzk8zsHGC4mZ1lZmcnX5OBEalEWGGXXHJJUfviiy8OFEmnffv2FbX37t0bKBIRybKeupj+nPzWoPXAd7sc3wlcX6GYMk8zqUUkBj3NpG5x9ynAF919SpevadW0DlNXMcyk7pocSrVFRNLQl1FMfwWM73qOu99YiaDSVGomdQzrMUl48+fPp7W1tc/nbdiwAYCZM2f267oTJkzo97kiA6m3CeJR4C1gFaAOccmE1tZWXlyzjlEjTujTeR378nuIv/qb7X2+5o7dmd1pVyLU2wRR7+4fr2gkIhEaNeIEpnzgc6ldb9nLD6Z2LZGe9HaY6y/M7EMVjSSQQ1dKvfDCciuci4hkR28TxJ8Cq8zsv8zsBTNbk+wnPehdd911Re0Y7j8sX768bFtEJA29TRDNwKnAx8hvIvRJym8mNGgsXbq0qL1s2bJAkXS69tpri9qzZ88OFImIZFmvEoS7/xZ4L3Be8vPu3p4bu3nz5hW1586dGyiSTr/4xS+K2qogRCSE3u4H8U3g60ChP2Yo8E+VCipNMe69ICISg95WAZ8GpgG7ANz9NeBdlQoqTbW1tWXbIiJZ1dsEsc/dnfwy35jZMZULKV3XX1+8YsgNN9wQKJJONTXFfy1DhgwJFImIZFlvE8RDZvZDYJSZXQospUr2g2hqasIsP7HJzJgyZUrgiOA73/lOUfvWW28NFImIZFlvb1LfCjwM/BQ4HfiGu8+vZGBpyhdHnd9De/XVV8u2RUTS0OuRSO6+xN2/5u5XA0+a2ecrGFdqYlys7/bbby9qq4IQkRB62g9ipJldZ2bfN7OPWd6XgY3AZ9MJsbJKLdYnIiI9r8W0AHiT/O5x/5f8HhAGfMrdn69wbCIiElBPCeIUd/8QgJn9CNgMjHN37UctIlLleroHsb/wg7sfAHIDlRzMbIiZPWdmP0vaJ5vZs2bWamY/MbOjenoNERGpnJ4SxJlm9nbytRM4o/Czmb19hNf+CrCuS/vvgNvdfQL5bq0vHeHr90pdXV3ZdgiFYbfdtUVE0tDTlqND3H1k8vUud6/t8vPI/l7UzOqBT5DMpbD8O+B55IfSArQAn+rv6/fFnDlzitoxrMV06HDbWIbfiki2hFpw7w7gGqAjaR8H7HD3wkJIOWBsGoE88kjx1toLFy5M47IiItFLfeEhM/sksMXdV5nZ5H6cfxlwGcC4ceOOOB6tnBpef/d+Bu3/LFJJIVamOxeYZmYXAMOAkcD3yC/jUZtUEfVAyenD7n4XcBdAQ0OD+l6qQGtrKy8//zwn9ePcQgm84/m+j7p+vR/XE8mS1BOEu19Hsmx4UkFc7e6fN7N/Af4CeBCYDjyadmwSzknAl0j3Zvw96POFSDkxrW39deBBM7sJeA64J3A8ItHJ5XLs3NfOijfeTPW6O/e1k8vlUr2mhBd0Vzh3f9rdP5n8vNHdJ7n7BHf/S3ffm0YMn/988ZJS06dPT+OyIiLRi6mCCOL9739/UfuUU04JFIlIz+rr6zmw8y0mnfjuVK+74o03qa+vT/WaEl5V7Ct9JGLck1pEJAaZTxDak1pEpLTMJwjtSS0iUlrmE0SMe1IfdVTxOoVHH310oEhEJMsynyCampqK2jHsSb1v376i9t69qQzoEhEpkvkEISIipWU+QVx++eVF7SuvvDJQJCIiccl8gli3bl1Re82aNYEiERGJS+YThIiIlKYEISIiJSlBiIhISUoQIiJSUuYThGZSi4iUlvkEMWPGjKL2rFmzAkUiIhKXzH9cfumll4raa9euZdq0aYGikZjkcjne2r2TZS8/mNo1d+zeguf2pHa9gVBuT/FcLseePf3/8wwfPrzsMuPaU7yyMp8gnnzyyaL20qVLD1ufSUS69/TTT7Nt27aKvPauXbvKvnYul1OCqKDMJ4iOjo6ybcmu+vp6bO92pnzgc6ldc9nLDzK2/rjUrjcQRo0a1W2VsHfv3iP6P1VTU1N2scpRo0b1+7WlZ0oQShAiR+Tee+8NHYJUSOZvUouISGlKECIiUpIShIiIlKQEISIiJSlBiIhISUoQIiJSkhKEiIiUlPl5EFKs3LIJhyo1g1VLH4hUD1UQIiJSkioIKdLdp//GxsbDjs2fP7/S4YhIQKogpFeWL19eti0i1UcJQkRESko9QZjZe81smZm9ZGYvmtlXkuPHmtkSM9uQfH932rFJeRMnTmTixImqHkQyIkQF0Q5c5e4fBD4MXGlmHwSuBZ5091OBJ5O2iIgEknqCcPfN7r46+XknsA4YC1wEtCRPawE+lXZsIiLSKeg9CDMbD5wFPAuc6O6bk4deB07s5pzLzGylma3cunVrKnGKiGRRsGGuZlYH/BSY5e5vm9nBx9zdzcxLnefudwF3ATQ0NJR8jgwuuVyOncA9pPvXuRloy+VSvabIYBKkgjCzoeSTw/3u/khy+A0zG5M8PgbYEiI2ERHJS72CsHypcA+wzt2/2+WhRcB04NvJ90fTjk3CqK+vZ8e2bXwJ6/nJA+genFH19aleU2QwCdHFdC5wCbDGzJ5Pjl1PPjE8ZGZfAn4LfHagLtiX9YXg8NnEWl9IpLqUe0/IJd2O9WU+PGTlPSH1BOHu/w7dflQ8P81YREQOtWfPntAhRCMTazGVy/QXXHABbW1tB9t1dXVaY0ikypV7Tyg8pvcBLbXBnDlzitpz584NE4iISGQyUUGUM2nSJGpqaujo6KCuro5zzjkndEgSkR27t7Ds5Qf7dE7bO28CUDes76vF7Ni9hbEcV/Y5O/e1s+KNN/v82rvbDwAwonZIn8/dua+9z+eE1Nf7jl1t2LABKF9llNPd/Yn58+ezePHibs/bvXs37v0f6m1mjBgxouRjzc3N/frzZD5BAIwfP56NGzeqepAiEyZM6Nd5Gzb8HoCx7y//Rl/KWI4re93+xpSPK//G975TT+3X+Udy7bS1traydu1a6urq+nzu/v37Adi0aVOfz+3aXV0NlCCAkSNHMnHiRFUPUqS/nyAr2Yd9JCNnsta3XldXx9lnn53qNVevXt3tYzNnzhx0I58yfw9CRERKUwWRMTH2zYpInJQgAgk1ea+1tZXnXnwORvX5VOjIf3vu1ef6fu6OflxPRIJSgsiiUdAxuSPVS9Y8rd5MkcFGCSKQcp/+GxsbDzuWlRuLIhIPJYgI3XrrrVx99dUH27fffnvAaNLxOv1b7nt78r3vA0rz1+xPT5tIVihBRGjSpElF7Woffnsk4+u3JjfOR/VjbP+oI7y2SLVTgojUKaecwsaNGzNRPWhsvwy0XC7Hzp07y85LqISdO3ceXA22GujOYaQ0eU9EQlMFISJVp76+nvb29iAzqcvtIzHYKEFkTC6Xg7cCDDvdATmvntJbJAvUxSQiIiVVTQUR4xISMcZUX1/PVtsaZKJc/djqKb1FsqBqEkRrayvPrXmJjhHH9vlc25cff7/qN6/3+dya3b8vG9P6tasZV3egz6971P58cffOpl/1+dxX2vq+3r+IyKGqJkEAdIw4lnc++MlUrznspZ+VfXxc3QFmN6S7RvxNK/u+Br6IyKGqKkHEJpfLsWvnkNTfsH+7cwjHlBuLvaOfN6kLea4/f5wdwNh+nCciwShBZMxA7Eh26th+7Eg2VrOWRQYbJYgKqq+v5532zUG6mIZ1MxZbs5ZFpLc0zFVEREpSBVFhr7T17x7EG7vzufvEEX0fjvpK2xBO6/NZIulbunQpN954I9/61reYMmVK6HDkEEoQFXQkfe77kv7+YeP73t9/2hFeWyQt8+bNA2Du3LlKEBFSgqgg9fdLmnqamNnT5Mu09wxfunQp7e3tALS3t7Ns2bIBTRJtbW3drua6e/duDhzo+/ykgiFDhjBixIiS16wmVZMgcrkcNbvf6nFewkCr2b2dXK491WuK9Mfw4cNDh1CkUD0UDGQV0VMFncvl2LNnT79ff/jw4d0uyldN1XvVJAiRrEvz0/9AKFQP3bWPxGD7XcSqahJEfX09b+ytDTKTur7+pFSvKVINamtri5JCbW3VvB1Vjaj+Rszs48D3gCHAj9z92305v2b37/vVxWTvvA2ADxvZ53PzazEpQWRNuf7+3iy0mHZ/f4yuv/56brzxxoPtG264IWA0Uko0CcLMhgA/AKYCOeBXZrbI3V/qzflHNkN4JwCnvr8/b/QnVVWfoxy52Pr6Y9XU1MS8efNob2+ntrZWo5giFE2CACYBre6+EcDMHgQuAnqVIDRiaGDE+Mk4xpiy/ul/oBSqCFUPcYopQYwFftelnQP+eCBeOMbhfzHG1JMYPxnHGJP0XlNTE01NTaHDkG7ElCB6xcwuAy4DGDdu3IC8ZoxvMqFiivGTcYwxiWSBuXvoGAAwsz8B5rj7nyft6wDc/ebuzmloaPCVK1emFKGISHUws1Xu3tDT82JarO9XwKlmdrKZHQV8DlgUOCYRkcyKpovJ3dvN7MvAv5Ef5nqvu78YOCwRkcyKJkEAuPvjwOOh4xARkbi6mEREJCJKECIiUpIShIiIlKQEISIiJSlBiIhISdFMlOsPM9sK/HaAXm40sG2AXmugKKbeUUy9F2Nciql3BjKm97n78T09aVAniIFkZit7M7MwTYqpdxRT78UYl2LqnRAxqYtJRERKUoIQEZGSlCA63RU6gBIUU+8opt6LMS7F1Dupx6R7ECIiUpIqCBERKSnzCcLMPm5m/2VmrWZ2beh4AMzsXjPbYmZrQ8dSYGbvNbNlZvaSmb1oZl+JIKZhZrbCzH6dxPSt0DEVmNkQM3vOzH4WOhYAM9tkZmvM7Hkzi2ITFTMbZWYPm9nLZrYu2RMmdEynJ7+jwtfbZjYrgri+mvwbX2tmD5jZsFSum+UuJjMbAqwHppLf4vRXwMXu3qt9sCsYVyPQBtzn7n8UMpYCMxsDjHH31Wb2LmAV8KmQvyszM+AYd28zs6HAvwNfcfdfhoqpwMz+FmgARrr7JyOIZxPQ4O7RjO03sxbg5+7+o2QPmBHuviN0XAXJ+8OrwB+7+0DNt+pPHGPJ/9v+oLvvMbOHgMfd/R8rfe2sVxCTgFZ33+ju+4AHgYsCx4S7Lwd+HzqOrtx9s7uvTn7eCawjv494yJjc3duS5tDkK/gnHjOrBz4B/Ch0LLEysz8AGoF7ANx9X0zJIXE+8JuQyaGLWmC4mdUCI4DX0rho1hPEWOB3Xdo5Ar/pDQZmNh44C3g2bCQHu3KeB7YAS9w9eEzAHcA1QEfoQLpw4AkzW5Xs6x7aycBW4MdJV9yPzOyY0EEd4nPAA6GDcPdXgVuBV4DNwFvu/kQa1856gpA+MrM64KfALHd/O3Q87n7A3ScC9cAkMwvaJWdmnwS2uPuqkHGU8KfufjbQDFyZdGOGVAucDdzp7mcBu4Ao7gECJF1e04B/iSCWd5Pv2TgZeA9wjJn97zSunfUE8Srw3i7t+uSYlJD08/8UuN/dHwkdT1dJ98Qy4OOBQzkXmJb0+T8InGdm/xQ2pIOfQnH3LcBC8t2rIeWAXJeK72HyCSMWzcBqd38jdCBAE/Df7r7V3fcDjwAfSePCWU8QvwJONbOTk08MnwMWBY4pSskN4XuAde7+3dDxAJjZ8WY2KvnZcdVSAAADF0lEQVR5OPnBBi+HjMndr3P3encfT/7f01Punsqnve6Y2THJwAKSbpyPAUFHyLn768DvzOz05ND5QNDBIYe4mAi6lxKvAB82sxHJ/8Pzyd8DrLio9qROm7u3m9mXgX8DhgD3uvuLgcPCzB4AJgOjzSwHfNPd7wkbFecClwBrkj5/gOuTfcRDGQO0JKNNaoCH3D2KYaWRORFYmH9voRb4Z3f/17AhATADuD/5cLYR+OvA8QAHk+hU4PLQsQC4+7Nm9jCwGmgHniOlWdWZHuYqIiLdy3oXk4iIdEMJQkRESlKCEBGRkpQgRESkJCUIEREpSQlCMsvMDiQrdv7azFabWdnJR8nqo3/TpT05ltVaRSpBCUKybI+7T3T3M4HrgJt7eP4o4G96eM5hknkaIoOOEoRI3kjgTcivN2VmTyZVxRozK6zw+23g/UnVcUtyrK7Lngb3JzNdC/sv/J2ZrQb+0swmmtkvzewFM1uYrK9DmeNPm9ntZrYy2Svhf5rZI2a2wcxuSvU3I5mV6ZnUknnDk1nhw8jPyj4vOf4O8Gl3f9vMRgO/NLNF5BeT+6NkcUDMbDL5VW3/B/nll/+D/Izzf09eZ3uyQB5m9gIww92fMbMbgW8Cs4D7ujkOsM/dGyy/OdOjwDnkl4H/jZnd7u7bK/NrEclTBSFZVuhi+gD5Rf7uSyoAA+Ylb+pLyS8Bf2I3r7HC3XPu3gE8D4zv8thP4ODeB6Pc/ZnkeAvQ2N3xLucX1gVbA7yY7Mmxl/yyFF0XmRSpCFUQIoC7/2dSLRwPXJB8P8fd9ycrs3a3xePeLj8foPj/1K4jDKvw2h2HXKcD/d+VFKiCEAHM7APkF2zcDvwB+T0d9pvZFOB9ydN2Au/q62u7+1vAm2b20eTQJcAz3R0/gj+GyIDSpxDJssI9CMh3K0139wNmdj/wmJmtAVaSLCHu7tvN7D/MbC2wGPh/fbjWdOAfzGwExSuXdndcJDit5ioiIiWpi0lEREpSghARkZKUIEREpCQlCBERKUkJQkRESlKCEBGRkpQgRESkJCUIEREp6f8DgPIrOBCPSiMAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(train_df.loc[:,['Bathroom','Rental']].groupby(['Bathroom']).agg(['mean','std']).sort_values(by=('Rental','mean'),ascending=False))\n",
    "\n",
    "plt.clf()\n",
    "sns.boxplot(x='Bathroom',y='Rental',data=train_df)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 出租方式\n",
    "是否整租，XGB判定重要性为零。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "            Rental          \n",
      "              mean       std\n",
      "RentType                    \n",
      "1.0       8.112104  6.189674\n",
      "0.0       3.079372  1.637818\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(train_df.loc[:,['RentType','Rental']].groupby(['RentType']).agg(['mean','std']).sort_values(by=('Rental','mean'),ascending=False))\n",
    "\n",
    "plt.clf()\n",
    "sns.boxplot(x='RentType',y='Rental',data=train_df)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "           Rental          \n",
      "             mean       std\n",
      "Region                     \n",
      "12.0    10.870452  8.018467\n",
      "6.0      9.785806  7.631230\n",
      "10.0     9.484646  8.144410\n",
      "11.0     7.738554  4.414553\n",
      "1.0      7.064165  5.450880\n",
      "3.0      6.609767  3.459995\n",
      "9.0      6.354290  3.032584\n",
      "13.0     5.822799  4.429989\n",
      "0.0      5.322396  2.634246\n",
      "7.0      5.054979  2.582632\n",
      "14.0     4.645744  2.092216\n",
      "8.0      4.595953  2.708194\n",
      "4.0      4.017957  1.913192\n",
      "2.0      3.565365  0.960417\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(train_df.loc[:,['Region','Rental']].groupby(['Region']).agg(['mean','std']).sort_values(by=('Rental','mean'),ascending=False))\n",
    "\n",
    "plt.clf()\n",
    "plt.figure(figsize=(8,5))\n",
    "sns.boxplot(x='Region',y='Rental',data=train_df)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "           Rental           \n",
      "             mean        std\n",
      "BusLoc                      \n",
      "149.0   66.723260        NaN\n",
      "78.0    20.168554  13.607575\n",
      "43.0    18.765384  13.585768\n",
      "9.0     17.160575  10.686034\n",
      "137.0   17.015706  11.867991\n",
      "13.0    15.335068  10.620410\n",
      "47.0    13.634874   9.117700\n",
      "55.0    13.562821   8.442225\n",
      "71.0    13.498303   9.078173\n",
      "54.0    13.314041   8.510677\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(train_df.loc[:,['BusLoc','Rental']].groupby(['BusLoc']).agg(['mean','std']).sort_values(by=('Rental','mean'),ascending=False).head(10))\n",
    "\n",
    "plt.clf()\n",
    "plt.figure(figsize=(20,5))\n",
    "plt.scatter(x=train_df.loc[:,'BusLoc'],y=train_df.loc[:,'Rental'],alpha=0.3)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "               Rental          \n",
      "                 mean       std\n",
      "SubwayLine                     \n",
      "5.0         11.146352  8.718824\n",
      "4.0          9.731457  8.764236\n",
      "1.0          8.073465  5.244439\n",
      "3.0          7.494225  4.437085\n",
      "2.0          6.993739  4.198830\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(train_df.loc[:,['SubwayLine','Rental']].groupby(['SubwayLine']).agg(['mean','std']).sort_values(by=('Rental','mean'),ascending=False))\n",
    "\n",
    "plt.clf()\n",
    "sns.boxplot(x='SubwayLine',y='Rental',data=train_df)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              Rental           \n",
      "                mean        std\n",
      "SubwaySta                      \n",
      "7.0        20.344602  15.902074\n",
      "64.0       18.977537  13.677113\n",
      "58.0       17.673183  10.120513\n",
      "72.0       17.640688  12.383887\n",
      "42.0       16.942243   6.577666\n",
      "4.0        14.525998  10.637483\n",
      "107.0      14.073282  11.143922\n",
      "6.0        14.027618  10.986457\n",
      "115.0      13.914778   8.009948\n",
      "113.0      12.978488   7.504151\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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kMonu7m4AQHd3N6ubhrBx40YldlPdlEgk0NPTAwDo6elhdVMI8bxPlB2/n1I+HGwKEXvU2MbRYyp10WgU6XQaAJBOpwMzmxjUvIiIcmlra1NiVjflZ1c12dwc51tbW5WY1U3hw/M+UXb8fkr5cLApROxR41wxUanp6upSZkt27txpOKM+Qc2LiCgXu6opV0zesauacsUUfDzvE2XH76eUDwebQqSysjJvTFRqJk+ePPA5r6ysxJQpUwxn1CeoeRER5VJTU5M3Ju9UVVXljSn4eN4nyo7fTykfDjaFyOLFi5V4yZIlhjIh8kckEkFFRd9hqqKiApFIxHBGfYKaFxFRLs3NzUq8dOlSQ5mEw6xZs5TYzXG+paVFiZctW1b0tsgMnveJsuP3U8qHg00hUl9fr8yqTJo0yXBGRN6qrq6GZVkQQqChoQGjR482nRKA4OZFRER6zJkzR4lvv/32ordVV1c3UM1UVVWFCRMmuMqN/MfzPlF2/H5K+XCwKWTs0WOOGlO5iEQiGDduXOBmEYOaFxFRNroXCE8kEpg6dWpJd1azq5t0HOdvvvlmAMD06dNdb4vM4HmfKDt+P6VchJTSdA5Fmzhxoty9e7fpNIiIiIgCzbKsQT+LxWJFb2/GjBno6elBVVUVtmzZ4ia1sjBt2jT09vaisrIS27dvN50OERHRkIQQCSnlxGJ/n5VNRERERCVO5wLhiURioKNaT09PSVc36RCPx5VOZrt27TKcERERkfc42ERERERU4nQuEN7a2qrEjzzySNHbKgcrV65U4hUrVhjKhIiIyD8cbCIiIiIqcaNGjVLikSNHFr0tu6opV0wqu6opV0xERFSKONhEREREVOKi0ajSuj0ajRa9LbuzWq6YVHanplwxERFRKeJgExEREVGJ6+rqQjqdBgCk02ns3Lmz6G21tLQo8bJly1zlVursTk02dmwiIqJywMEmIiIiohI3efLkgYqayspKTJkypeht1dXVDVQzVVVVYcKECVpyLFX19fXKaz9p0iTDGREREXmPg01EREREJS4SiSi30UUiEVfba2lpQUVFBauaHLKrm1jVRGRWIpHA1KlT2UUzoPj+lBYONoXMggULYFkW7r//ftOpUIlpb2+HZVnYvHmz6VSoTCWTSTQ1NeHw4cOmUyEqOdXV1fjKV74CALj22msxevRoV9urq6vDjh07SrqqadGiRbAsC9/+9rddb8teRD3fYuo8DxN5r7W1Fel0ml00NVq7di0sy8L69etdb6sc3p9yOtZzsClkDh48CAA4cOCA4Uyo1GzcuBEAsGHDBsOZULlqa2vD8ePHsXz5ctOpEJUkeyCXA7rO7N27FwDw2muvud7Wk08+CQBYs2ZNzsfwPEzkrUQioQz8snpGj23btgEAtmzZ4mo75fL+lNOxnoNNIbJgwQIlZnUT6dLe3q7E5TDSTsGSTCbR3d0NAOju7uaXYSLNkskk3nrrLQDAm2++yX1sCIsWLVJiN9VNHR0dkFICAKSU2L59+6DH8DxM5L3W1lYlLuXqGb+sXbtWid1UN5XD+1Nux3oONoWIXdVkY3UT6WKPsNvKYaSdgqWtrU2JWd1EpBf3scLYVU02N9VNdlWTLVt1E8/DRN7LvI01322t5Ixd1WRzU91UDu9PuR3rOdhERETG2VVNuWIicof7mDl2VVOumIj8YXfRzBWTWXx/Sg8Hm4iIyLiampq8MRG5w33MHCFE3piI/NHS0qLE7KYZLHx/Sg8Hm0LkiiuuUOIrr7zSUCZUaubMmaPEc+fONZQJlavm5mYlXrp0qaFMiEoT97HCjB8/Xom/9KUvFb2te+65R4kz1+AEeB4m8kNdXd1AtUxVVVVJd9P0S0NDgxJPmzat6G2Vw/tTbsd6DjaFSOY9/o899pihTKjUzJo1S4lnzpxpKBMqV7W1tQOVFjU1NRgzZozhjIhKC/exwqxatUqJv//97xe9rcbGxoFqJiFE1i9jPA8T+aOlpQUVFRWsmtHktNNOU+Jhw4a52l6pvz/ldqznYFPIjBgxAgBw9tlnG86ESo090l7qI+wUXHblQF1dneFMiEpTc3Mzhg8fzqomh+zqJjdVTTa7uilbVZON52Ei79XV1WHHjh0lWTVjQldXlxLv3LnT1fbK4f0pp2O9CPMihRMnTpS7d+82nYavLMsa+HssFjOYCRGRXjy+EREREYXHE088gR07dqC3txeVlZW48cYbce+995pOizQRQiSklBOL/X1WNoXIo48+qsSZbYyJiMKqvb1diTdv3mwoEyIiIiJyIhKJoKKib0ihoqICkUjEcEYUJBxsciGRSGDq1KnYs2ePL8/30ksvKbHbMkUioqDYuHGjEm/YsMFQJkRERETkRHV1NSzLghACDQ0NGD16tOmUKEA42ORCa2sr0uk0HnnkEdOpEBERkQ/i8Tgsy8KuXbtMp0Ihkkwm0dTUhMOHD5tOhYhIq0gkgnHjxrGqiQbhYFOREokEenp6AAA9PT2+VTcRERGROStXrgQArFixwnAmFCZtbW04fvw4li9fbjoVIiKtqqursXr1alY10SAcbCpSa2urEvtR3XTDDTco8ZQpUzx/TiIiP9idOWzl0KGDwicej6O3txcA0Nvby+omciSZTKK7uxsA0N3dzeomIiIqCxxsKpJd1ZQr9sIDDzygxM3NzZ4/JxGRH2bNmqXEM2fONJQJUW52VZON1U3kRGZDF1Y3ERFROeBgU5Gqqqryxl6xq5tY1UREpcaubmJVEwWVXdWUKybKxq5qyhUTERGVIiODTUKIkUKIfxJC/EYIcVAIcZ0QYrQQ4kUhxG/7/zvKRG5OtbS0KPGyZct8ed4333wTAPDGG2/48nzUp729HZZlsR07kYdmzZqFWCxWslVNfncwJf0qKyvzxkHHc1lh5s2bB8uycNddd7naTk1NTd64FKxduxaWZWH9+vWmU/HMxo0bYVkWNm3aZDqVstPR0QHLsrB9+3bTqVAWDz74ICzLwsMPP2w6FQoYU5VNawDskFL+OYCrARwEsATATinlpQB29seBVVdXp8QTJkzw5XmTySQA4D//8z99eT7qY7dlZzt2IioWO5iG3+LFi5V4yZJAX6oMwnNZYY4cOQIArtdYylz2YOnSpa62F0Tbtm0DAGzZssVwJt5pb28HAESjUcOZlJ8nn3wSALBmzRrDmVA2r7zyCgDg5ZdfNpwJBY3vg01CiHMATALwvwFASvmJlPIPAKYDsKcKNgFo8ju3QsTjcSX2Y5HQb33rW0p8zz33eP6c9NnFhY0zwkRUKHYwLQ319fUD1UyVlZWYNGmS4Yyc47msMPPmzVNiN9VNf//3f583Dru1a9cqcSlWN9kDtTZWN/mno6MDUkoAgJSS1U0B8+CDDyoxq5voVCYqmy4BcBTAM0KIPUKIHwkhRgD4UynlO/2P+T2APzWQm2MmFgm1q5psrG7yR+YFBmeEiahQJjqYkjfs6qawVjXZeC7Lz65qsrmpbnr33XeV+Pe//33R2woiu6rJVorVTZmDtaxu8o9d1WRjdVOw2FVNNlY30alMLDZQCeAvANwrpfyVEGINMm6Zk1JKIYTM9stCiHkA5gHARRdd5HWuOXGRUCIicspEB1PyRn19Perr602nQURUFuyqplwxEQWXicqmNwG8KaX8VX/8T+gbfPq/QogLAKD/v+9m+2Up5dNSyolSyonnnnuuLwlnE/ZFQomIyD+mOpgSERGFmRAib0xEweX7YJOU8vcA3hBCXN7/oykAfg3geQC39//sdgDbsvx6YJhYJLS2tlaJL7vsMs+fkz5rx25jW3YiKpSpDqZENp7LClNdXa3EbiY4zzvvPCU+//zzi95WEE2fPl2JZ8yYYSgT78yaNUuJI5GIoUzKT+YatQsWLDCUCWVz3XXXKfH1119vKBMKImGiFFEI8SUAPwJwOoDDAO5A38DXTwBcBKAbwN9IKd/Lt52JEyfK3bt3e5xtbtOmTUNvby8qKyt9W6zOsqyBv8diMV+ek/i6E5F7M2bMQE9PD6qqqkpyTRMKPp7LnLOv8Wxur/VK/bUv9X8fUB7/xqBqaGiAlBJCCHR2dppOhzJw3yhdQoiElHJisb9v4jY6SClf678VbryUsklKeUxKmZJSTpFSXiql/PpQA01BYGKR0BEjRgAAzj77bN+ekz6bEeZMMBEVq6WlBRUVFaxqImPsGWjOPA9N99qcdnVTqVU12ezqplKsarLZ1U2savKfXd3EqqZgqqurAwBcc801hjOhoDFS2aSL6comEzhyTERERMVgdYBzuiubiIhK1RNPPIEXXngBN998M+69917T6ZBGoaxsouKsXr1aiR9//HFDmRAREVGYdHR0DHRxklJy4GQIutfmjMfjsCwLu3btcrUdIqIgSaVSiMVikFKis7MT770X+JuTyEccbAqRzFlIXigSERGRE08++aQSr1mzxlAm4VBfXz/QabiyshKTJk1ytb2VK1cCAFasWOE6NyKioIhGo0in0wCAdDqNaDRqOCMKEg42ERERUdlLJpNoamrC4cOHTafiicxlE8K8jIJfdK3NGY/HB27J6+3tZXUTEZWMrq4u5fi2c+dOwxlRkHCwiYiIiMpeW1sbjh8/juXLl5tOxRNCiLwxDVZfX49YLKatqsnG6iYiKhWTJ09WqkCnTJliOCMKEg42hcgNN9ygxNyZiYiI3Esmk+ju7gYAdHd3l2R106233qrEs2fPNpRJ+dHd2Y6IKCgikQgqKvqGFCoqKtitkRR5B5uEEDPy/fErSepTVVWlxMOHDzeUCRERUeloa2tT4lKsbnrllVeU+OWXXzaUSfmxZ/1zxUREYVVdXQ3LsiCEQENDA0aPHm06JQqQoSqbGvP8udnb1ChTV1eXEvOeWCIiIvfsqqZccSkoh39jUOnubEdEFCSRSATjxo1jVRMNknewSUp5R54/c/xKMqg6OjpgWZaWrnCJRAJTp07Fnj17cj6G98QSERHpV1NTkzcuVHt7OyzLwubNm11tRyfd/8ZUKoWFCxeWdJvrmTNnwrKsQbcgFqq+vl65zSTXGlA6rytJv3g8DsuyuMA7UYZVq1Zh3759+MEPfmA6FSqSk7GIYjhes0kIcZMQ4ttCiO/af7RmEkJ2G2Ed7YNbW1uRTqfxyCOP5HwM74klIiLSr7m5WYmXLl3qansbN24EAGzYsMHVdnTS/W+MRqPYv39/Sbe5fv/99wEAx44d8+X5dF5Xkn72Qu9c4J1IlUgkAACvvvqq4UyoWE7GIorhaLBJCLEewK0A7gUgAMwE4G5KLOQ6OjoG2gZLKV3NQiUSCfT09AAAenp6co4o8p5YIiIi/UaNGqXEI0eOLHpb7e3tShyU6qbvf//7eeNCpFIpxGIxSCnR2dlZktVNM2fOVGI31U3xeBzpdBoAkE6ns1bG6LyuJP3i8bjS3p3VTUR9MicuvvOd7xjKhIrldCyiGE4rm/5SSvlNAMeklA8BuA7AZdqyCCF79snmZhaqtbVViYeqbuI9sUSlI5lMoqmpqSS7XxGFRTQaVSqH3VTr2FVNtqBUNx05ckSJ3RxzotGoMnhSitVNdlWTzU11k10RY8tWGaPzupL0c/IeEpUju6rJxuqm8ClkLKJQTgebTvT/97gQ4s8AfArgAm1ZhJA9+5QrLoQ9kpgrPlV1dTVWr17NqiaiEtHW1objx4+XZPcrorDo6upSBk/YgCO/rq4upcqDr1d+9muVKwb0XleSfk7eQyKiMCpkLKJQTgebfiaEGAlgJYB/B3AEwLPasgghIUTeuBBVVVV5YyIqTclkcqAjVHd3N6ubiAxhA47C8PUqjP1a5YoBvdeVpJ+T95CIKIy8HItwOtj0fSnlH6SU/4y+tZr+HMD3tGURQvfcc48SL1iwoOhttbS0KPGyZcuK3hYRhUdbW5sSs7qJyAydDTjmzFGb9c6dO9dVbrpcfPHFSjxmzJiit1UODUvOOeccJc5c16sQixcvVuIlS5YMeozO60rSz8l7SFSO6urqlPiaa64xlAkVy8uxCKeDTa/Yf5FSfiylfP/Un5WjxsbGgVknIQSmTZtW9Lbq6uoGRhCrqqowYcKEQY9Zt24dFi1ahNmzZ2P27NlYt25d0c9HRMFgVzWfAPNYAAAgAElEQVTlionIHzobcMyaNUuJMxeaNuXpp59W4vXr1xe9rXJoWJK5sPtzzz1X9Lbq6+uVSrBJkyYNeozO60rSz8l7SFSOMidKv/e9sq5HCSUnYxHFyjvYJIQ4XwhRB+AsIcQEIcRf9P+5AcBwbVmE1BlnnAEAOPPMM11vy77AGDZsWN7HnThxAidOnMj7GCIKh5qamryxVxKJBKZOnaq120QYxeNxWJbFrkIEALjkkksgpcTYsWPzPm7evHmwLAt33XVXzsdMnz4dADBjxgytObp11llnAQBGjBjhelvTpk3DWWedhZtuusn1tsrBpZdeCgC4/PLLcz7ma1/7GoC+2xT9wuOgc/btopZlGc6EKFjs78L2OcaNoB6TUqkUFi5cqKX7ahCvw1taWlBRUaH9DquhKpsaAKwC8HkAPwCwuv/P3wF4QGsmIfTRRx8BgJbBnw8++ADA4O4ntvnz52PVqlUYO3Ysxo4di/nz57t+TiIyq7m5WYkz28d6pbW1Fel0Wmu3iTCyuwuxqxABGKgYzuwKlsnu6pZvjbXXXnsNwOAuPabZ1ysffvih621t374dJ06cwAsvvOB6W+Xg4MGDAIADBw7kfMwvf/lLAH0LsPuFx0HnYrEYAODnP/+54UyIgkXnd+KgHpOi0Sj279+vpftqEK/D6+rqsGPHDq1VTcAQg01Syk1SynoA/0NKWX/Kn1uklFu0ZhIyt956qxLfdtttRW8r83dLce0DIhrsjTfeUOI333zT8+dMJBIDXSZ6enoCNavip3g8rnTTCtoMGvnL6edh3rx5SpytuimoC/+vXr1aiR9//PGit5VKpRCLxSClRGdnp5aZ3qBpbGxU4ltuuaXobT366KNKnLleHwB0dHQMdKCTUmL79u1FP59TPA46Z+L9IQqDzPXl7r///qK3FdRjks5zXrldhxfSjW62EOIBIcR37T+eZhZwx44dU+JUKlX0tjJ/9+jRo0Vvi4jCw569sfkxi9Pa2qrEQZpV8ZOJ156Cy+nnwa5qsmUbSArqwv+dnZ1K7ObLcjQaRTqdBgCk02ktM71B8/HHHyuxPXNfjJdeekmJd+7cOegxmRV1a9asKfr5nOJx0DkT7w9RGNhVm7Z81ZtDCeoxSec5r9yuw50ONm0DMB1AL4APT/lDRERFsmdvcsVesGdTcsXlwsRrT8Gl8/NQDgv/d3V1KbPP2QZPqDB21Uyu2As8Djpn4v0hKjdBPSbpPOeV23W408Gmz0spb5VSfl9Kudr+42lmREQlzu5skyv2gt1tIldcLky89hRcOj8Pphb+99PkyZOVzlz2wslUPLtRTK7YCzwOOmfi/SEqN0E9Juk855XbdbjTwaZ/E0Jc5WkmITNq1Cglrq6uLnpbZ599thKfc845RW+LiMJj8eLFSrxkyRLPn7OlpUWJdXedCAsTrz0Fl9PPw8UXX6zEY8aMGfQYUwv/D6WhoUGJp02bVvS2IpEIKir6LiErKiq41uQQbrjhBiXO9kXlnnvuUeLMdVC8wOOgcybeH6IwuOKKK5T4yiuvLHpbQT0m6Tznldt1uNPBpusBJIQQ/yGE2CuE2CeE2OtlYkH33HPPKfGzzz5b9LYyS3FPnjxZ9LaIKDzq6+uVmZJJkyZ5/px1dXUDsyhVVVXau06ERX19/cDMtBDCl9eegsvpvvj0008r8fr16wc9pra2dqCaqaamJuuAlAkLFy5U4vvuu6/obVVXV8OyLAgh0NDQgNGjR7tNL3B0zrA/8IDawDlzQBLoW5D81GOSm8FAp0ycg8LKxPtDFAaZ65c99thjRW8rqMcknee8crsOdzrYdCOASwFYABoB3Nz/37J2+umnAwDOOOMMV9spt3s3iegz9iyOn7M3LS0tqKioKOnZlHg8DsuycnYySaVSyheHUuymRYX55je/CQC444478j7Orm7KN4jU3NyM4cOHB6aqyWZXUuuooI5EIhg3blzJVjUNGzYsb1yo2tpaAMBll12W8zF29YyfVTO6zkEdHR2wLKuku7SZeH+IwsC+48fNnT62m266CYC7DqBe0HnOK4frcJtwusCdEOJ6AJdKKZ8RQpwLoEpK+V+eZjeEiRMnyt27dxt7fsuyBv4ei8WK3s6MGTOUAaaqqips2bIl62MXLVoEAFi1alXRz0dEVOqmTZuG3t5eVFZWZv3y88QTT2DHjh0Dj7nxxhtx7733GsiUgmLu3Lno7u5GTU0NNmzYYDodT+i6bikHTzzxBH72s58NxI2Nja6OEQ0NDZBSQggxqDOgLZFIoKWlBcuXLw/dbLeTfx8RlSad55ahrt/IX0KIhJRyYrG/76iySQjxIIBmAPYU3WkA/t9in7QUbNy4UYk3bdpU9LYyZ1HvvPPOordFRFTu4vG40jUkW3UTu2nRqZLJ5EDXuO7ubhw+fNhwRvplVmPcf//9hjIJh6uuUpcqvfrqq4veVkdHx8CSCVLKnF+gWltbkU6nQ9cK2+m/j4hKj87vxE6u3yhcnN5G998B3ALgQwCQUr4N4Oy8v1Hi2tvblTgajRa9reeff16Jf/rTnxa9LSKicrdy5UolXrFixaDHsJsWnaqtrU2Jly9fbigT7xw8eFCJDxw4YCiTcPjhD3+oxI8//njR23ryySeVOHONE6Cvqsmucu/p6cGePXuKfj6/Ofn3EVFp0vmd2Mn1G4WL08GmT2TflIUEACHECO9SKj/2bGqumIiInLNnxXLFALtpkYrnYcqkcz3NzCUrsi1h0draqsRhqm5y8u8jIhqKk+s3Cheng00/EUL8LwAjhRBzAfwCwI+8S6u82F1rcsVEROScky5S5dBNi5zjeZgy2d2CcsW6hblZjN1sIVdMROSEzi6gFAyOBpuklKsA/BOAfwZwOYDvSimf8DKxoJs1a5YSu5kVz2yBG7TuNUREYWJ3V7Ll6rJU6t20yLlyOA9fccUVSnzllVcayiQcWlpalNhN1yC7e3GuGPB/cEsnu0ubjd3aiMqHzu/ETq/fKDycVjZBSvmilHKxlHIRgJ1CiLK+Op8zZ44S33777UVv6/33388bExGRc/X19cp6TJMmTcr6uOrqaqxevZpVTYTa2tqBaqaamhqMGTPGcEb6ffOb38wbk6qurm5gwKeqqspVd7hTOzUBfZ3bMukc3PJbY2PjQDWTEALTpk0znBER+eXcc8/NGxfC6fUbhUfewSYhxOeEEEuFEE8KISzR5x4AhwH8jT8pBpc9kut2VjzM9+kTEQWRPTvGWTFyqrm5GcOHDy/JqiaA1xrFaGlpQUVFheuBn0gkgmHDhgHo+wKV7bqxrq5Oid0MbplgVzexqomovOhuEMDrt9IyVGXTP6Lvtrl9AO4EEAcwE0CTlHK6x7kFnr36/o9//GNX2wnzffpE5E5HRwcsy2KraPS1vLUsS0ur2/r6esRiMc6KkWO1tbXYunXrkFVNt912GyzLyjvR1N7eDsuysHnzZt1pFo3XGoX74x//iHQ6jQ8++MDVdqqrq5XZ+mzVlB0dHUoctnNCY2MjYrEYq5o0S6VSWLhwId577z3TqRjF1yG4dDcI4PWbGV7tY0MNNo2RUv4PKeX/AnAbgC8CaJBSvqY1i5Bzu1OF+T59InLHnhFiq+jPWt6y1S0FWSqVAgAcPXo052M2btwIANiwYYMvOTnBa43C6TwmffzxxwCAjz76KOv/110dQKUhGo1i//79rtrJlwK+DsHFBgGlwat9bKjBpk/tv0gpTwJ4U0qZ/SxZZpzcf+/U5ZdfrsRf/OIXi94WEYVHR0fHwGC1lDJ0M9k6xePxgRa3vb29WqqbiHS77bbblDhbdZNd9WwLSnXTyJEjlZhrleWn85jk5HOjuzqAwi+VSiEWi0FKic7OzrKt6uHrEGyZExef+9znDGVCxfJyHxtqsOlqIcQf+/98AGC8/XchxB+1ZVEC3FwUJBIJJX711VfdpkNEIcCZ7M/YFQQ2VjdRENlVTbZs1U12VZMtKNVNb775phL/7ne/M5RJOOg8Jjn53BBlikajSKfTAIB0Ol22VT18HYIt8zZjNroKHy/3sbyDTVLKYVLKz/X/OVtKWXnK3zlsSUTkAmeyP2NXEOSKibzGNUHoVDwmkWldXV1Kdd3OnTsNZ2QGXwcib3m5jw1V2URERB7hfe6fsRfPzRUTeY1rgtCpeEwi0yZPnqwsLD9lyhTDGZnB14HIW17uYxxsCoDrrrtOia+//npDmRCRn+xW0bZybhltt7q1seUt+cnpegXV1dVKfO655/qRnhZXXHGFEl955ZWGMgkHncekc845R4lHjRo16DGZa3+yqxtFIhFUVPR9VauoqMjbAbOU8XUItgsuuECJL7zwQkOZULG83Mc42BQAb7/9thK/8cYbhjIhIj81NjYOVDMJIcr6y0V9fb0yq8KWt+Qnp+sVPPvss4N+L1NQu75lrgn32GOPGcokHHQekzIXZ8+2gO5ll12WN6byU11dDcuyIIRAQ0ND2S7qz9ch2DZt2qTEzzzzjKFMqFhe7mPGBpuEEMOEEHuEED/rjy8RQvxKCJEUQjwnhDjdVG5+6+7uzhuXimQyiaamJhw+fNj1tvxeW0Nn7lSYeDwOy7JKtjvZVVddBQC4+uqrDWdint2Jc9y4ca639eCDD8KyLDz88MM5H8P9mmyFrFcwbNgwALlvq2ppaVHiZcuWacrSPbu6SUdVUznsP6d+Jtxwcp3HhhHB19HRAcuyfO0cG4lEMG7cuEBV85jY96+66ipIKXmtRMbceuutsCxrUHfRYrS3t8OyrMB0qwWA1157DVJKvP7661q3a7KyaQGAg6fEbQAek1LWAjgG4H8aycqAmpqavHGpaGtrw/Hjx7F8+XLX2/J7bQ2duVNh7I5ApdqdbO/evQD6DvLlTudr8corrwAAXn755ZyP4X5NtsmTJytVhvnWKzh58iSA3AMQdXV1SjxhwgRNWbq3Zs0axGIxLVVN3H+cc3Kdx4YRwWcPCPo5EFhdXY3Vq1cHqprHxL7/wx/+EADw+OOP+/acRKc6duwYgMHdRYthd60NSrda4LOOtbo71RoZbBJCfB7ATQB+1B8LAJMB/FP/QzYBaDKRmwmffPKJEpdix5NkMjkwk9fd3e1qNsTp2hq66MydChOPx5WZ5VKrblq7dq0Sr1+/3lAm5q1evVqJ3VxQPvjgg0qcrbqJ+zWdatq0aQNf7qWUuOmmm7I+zslnK5FIKPGePXs0ZRkc5bD/WJaVNy5EZvMHuzqOwqOjo0M5RvhZ3RQkJvb9RCKBnp4eAEBPT09JHlPDLPN8efPNNxvKxDu33nqrErupbmpvb1fiIFQ3zZs3T4nvuusubds2Vdn0OIBvA0j3x9UA/iCltEdZ3gSQdXUxIcQ8IcRuIcTuo0ePep+pD9555x0lfuuttwxl4p22tjYldjMb4nRtDV105k6FsauabKVW3bRt2zYl3rJli6FMzOvs7FRiNxfydlWTLVt1E/drOtX27duVyqYXXngh6+OcfLZaW1uV+JFHHtGUZfHWrVuHRYsWYfbs2Zg9ezYWLVqEdevWFb097j+FOXLkiBKX4uBcqeNtjn1M7PtBPKbSZz799FMlziyiKAV2VZPNTXWTXdVkC0J1k5fnKN8Hm4QQNwN4V0qZGPLBWUgpn5ZSTpRSTgxTF5hyp3NdqkLW1tChXNbUCqLMKr9SrPojM7hf06m6urqUqgU35xV7Bj5XbNKJEydw4sQJ19vh/kPlhrc59jGx7wf5mEpE+ZmobPoqgFuEEEcAtKPv9rk1AEYKIezVNj8PoPTKe8qYznWpJk+erHSIybe2hg7lsqZWEGUuwJtrQV6iQnG/plPpPK8EsRvd/PnzsWrVKowdOxZjx47FqlWrMH/+/KK3x/2Hyk3mrZCZcbkwse8H8ZhKRM74PtgkpVwqpfy8lPJiALMAdEkpIwDiAP66/2G3A9iWYxMl5+KLL1biMWPGmEnEQ83NzUq8dOnSorcViURQUdH30a2oqPC8Q4fO3KkwmfeB33LLLYYy8cb06dOVeMaMGYYyMa+hoUGJp02bVvS2rrvuOiW+/vrrBz2G+zWdyul5xclnK8jd6HTh/lMYuwugLVs3QJ4Pgu2ee+5R4gULFhjKxCwT+345HFPD7LTTTlPi008vvYbyo0aNUuLq6uqitzVnzhwlnjt3btHb0sXLsQiT3egyNQP4OyFEEn1rOP1vw/nkpXOU/emnn1biUlwkuLa2dmD2o6amxtWHuLq6GpZlQQiBhoYGzzt06MydCpO5bsrzzz9vKBNv3H333Uqsc0G+sFm4cKES33fffUVv66GHHlLi7373u4Mew/2aTuX0vOLks1VXVzdwTVBVVRWobnS6lMP+o7OyNnN9n2zdAHk+CLbGxkZlXTc3EyJhZmLfL4djaphlXqv/7Gc/M5SJd5577jklfvbZZ4ve1qxZs5R45syZRW9LFy/HIowONkkpX5JS3tz/98NSymuklLVSyplSyo9N5jYU3aPs9ohiKV6w2ZqbmzF8+HAtsyCRSATjxo3zvKrJpjN3cs7Emk3JZBJNTU2+LeBqz2ZzFvuz6iYdF/F2BUq2yhMb92s6ldPzipPPVktLCyoqKkp6Br7U9x/d5x+7uilbVRPQt+DsqdV1XnfapcLZ1U3lWtVkM7Hvl8MxNczs6qZSrGqy2dVNbqqabHZ1UxCqmmxejUUEqbIpVOrq6pTY7Sj7tddeC2BwiX4YdHR0wLKsIbtH1dbWYuvWrVo+xNXV1Vi9erXnVU02nbkHVTweh2VZ2LVrl+lUBphYs6mtrQ3Hjx/3rbvS3XffjVgsFtpZbKf7vxN79+4FALz++uuut2V/scu8feVU5bBfk3NHjhzBgQMHhlzw9qGHHkIsFsta1WSrq6vDjh07SnoGfteuXTh+/Dj+5V/+xXQqntB9/rnooosA5F7jJhqNKoNNXnfapcKdWl1TzkycO8vhmBpm3/jGNwAAt99+u+FMvPPUU0/hqquuwtq1a11vy+5s+2//9m+ut6WLPdh0ySWXaN0uB5sCor29HQBCeXFht4Mt1zawpWLlypUAgBUrVhjO5DOLFy9W4iVLlnj6fMlkcuCLZnd3N9tTO6Bz/3/nnXcAAG+95b4/hN1aNggtZSkcWltbkU6n2VbboTBftzih+/zT2dkJADkH5v3utEuFC+J1ElEQlMM1VzQaxf79+7Wc8w4ePAgAOHDggOtt6fLSSy8BgPZzDwebipR5f+Wtt95a9LbsHdS2adOmorflt46ODqVdtI7qBvJfPB5XLnKDUt1UX1+vdIiaNGmSp8/X1tamxH5VN4WVzv0/czbsjjvuKHpb9pdg2+bNm4veFpWHRCIx0E67p6cHe/bsMZxRsIX5usUpneef1atXK/Hjjz8+6DF+d9qlwgT1OonItHK45kqlUojFYpBSorOz09Vtzpm34d5///1u03Pt0UcfVeLM70NucLCpSO+//74SHzt2rOhtZe6kYZoltKsabKxuCid7ts4WpFk7e3bZ66omAINunxnqdppyp3P/t6uabG6qmzK/CJfyTBvp0draqsSsbsovzNctTqxbtw6LFi3CmWeeCQC44IILsG7duqK3Z1c12bINzPvdaZcKE+TrJCKTyuGaKxqN4pNPPgEAfPLJJ67OeXZVky0I1U12VZNNZ3UTB5vIFbuqIVdM4WBiIW6n6uvrEYvFPK9qAgavpZFrbQ3qw/2fSoVd1ZQrpvIkpcSIESMGtb32gt+ddqkwQb5OIiJvdXV1KTFvc3bO+9V2qaQJIZQvmHZbWAqXyspK5cLJj4W4g6i5uRnf+ta3BuJS7bKkC/d/KhVVVVXKAFO5LwBc7ubPnw8AWLRoEQBg1apVvjxvJBJBd3c3q5oCiNdJROVrxIgROH78+EDMawTnWNlUpHPOOUeJ3cx6zZo1S4nDdJFht4G1lXs72LDyeyHuoKqtrR2oZqqpqWGXsiHo3P8vuOACJb7wwguL3pbdUtYWpNayFEwtLS1KnK29tn1r1ezZszF79mwsWrTI1a1VYRbm6xYTGhoalHjatGlZH+d3p11yjtdJRNndcMMNSlyK680dPXpUid99992it5XZJfnKK68selu6ePkecrCpSJmLnz333HNFbyvzi1GY2kY2NjYOVDMIIXJeQFGw+b0Qd5A1Nzdj+PDhrGpyQOf+n7nA8DPPPFP0tjK/CGc2dCDKVFdXp7Q1z9de+8SJEzhx4oRfqQVSmK9bTFi4cKES33fffYYyoWLV19crcTlfJxGd6uWXX1biX/7yl4YyCYfM9U0fe+wxQ5l85oEHHlDi5uZmbdvmYJMPkskkmpqa8rZRt2f13czmm2JXNwStqmnjxo2wLEtLl5yOjg5YllXS3fb8XIi7EKlUCgsXLnTV+aEQtbW12Lp1q29VTTo/p06tXbsWlmVh/fr1rrelc/8/77zzAADnn3++621dfPHFAMDqNHLs3nvvBZB7IGD+/PlYtWoVxo4di7Fjx2LVqlUDt1tl0rmPBZU9E1qKs9hesBcbP+usswxn4o329nZYluVrJ6pEIoGpU6f60j1y3rx5SnzXXXflfKyT634yJx6Pw7Kssu8oqOt10L2emd/X/To5zd2ubgpCVZOttrYWAHDZZZdp3S4Hm3zQ1taG48eP522jbndictOByZTGxkbEYrHAVTXZ3XJ0dMn54Q9/CCB7u+JS4edC3IWIRqPYv39/yXU7sun8nDq1bds2AMCWLVtcb0vn/n/NNddACIEvf/nLrrd15MgRAODFPjm2b98+CCHw+uuvu96Wzn0sqHbv3g0A+NWvfmU4k3D46KOPAKBkq+LsjlR+dqJqbW1FOp32pXukfU6x5Tu3OLnuJ3PszoLl3lFQ1+uQuX6Z2/XMwnzd7zT3NWvWIBaLBaKqyXbo0CEAwG9/+1ut2+VgU5Esy8ob25LJ5ED79O7u7qwnpwcffFCJH374YU1Zlq/MNpxuqkY6OjqUuJSrm4ImlUohFotBSonOzs5QznLko/Nz6tTatWuVOCiVF6lUCj//+c8hpcT27dtdvdePPvqoEre1tblNj0qczmNNUPcxnRKJxMCC6j09Pb5UloRZ5m2Hd955p6FMvGFPmtj8qG4K6mfQyXU/mROPxwcqb3p7e8u2uknn66CzsinM1/2pVAqdnZ2QUmLHjh2hyr2jo2Og4Y99Ha4LB5s8lvklJ9ssxyuvvKLEmfe+UuEyL3zcjI7bVU22Uq5uCppoNIp0Og0ASKfToZzlyEfn59Qpu+LCFpTKi2g0ipMnTwIATp486eq1eOmll5SYLWppKDqPNUHdx3RqbW1VYj8qS8LszTffVOLf/e53hjLxRubEiR/VTX5+BgtpBODkup/Msat5bOVa3RTU1yHM1/3RaBSffvopAODTTz8NVe5PPvmkEmeuK+UGB5s8Zs9u5IqJKLeuri5l5oWDBqWrs7NTiXfs2GEoEypHPNYUxq4oyRUTec3vz+Bpp52mxGeffXbWx/G6P9h0ry8UVkF9HcJ8Lv7FL36hxC+++KKhTApnVzXlit3gYJPH7DbquWIiym3y5MlKlzwuRFu67NmgXDGRl3isKYzduS9XTMXhwtLO+fkZnD9/Pl544QXlZ//8z/+c9bG87g823esLhVVQX4cwn4uD+po6YXeWzhW7wcEmj2W2DszWTv26665T4uuvv97TnMpBZuvzSCRiKBNyIxKJoKKi7zBVUVFRcu+jic/p9OnTlXjGjBmeP6ff7C4ftiB1+6Bg0nmsKYd9zO7cZ8vVwY/6ZFbBnHPOOVkfF9aFpTPXpJo7d67nz9nS0qLEy5Yt8/w57eqmfF1OnVz3kzmZgxe51twtdXYHaltQOlGH+bo/zBW/dmdpm84O8xxs8lhtbe3ArEZNTU3WE9RDDz2kxN/97nd9ya2UZV743H777YYyITeqq6thWRaEEGhoaMDo0aNNp6SVic/p3XffrcT52jeHVWYnjf/4j/8wlAmFhc5jTTnsY/v27VNiHR38StkHH3ygxO+///6gx4R5YenMiZOZM2d6/px1dXUD1UxVVVWYMGGC5895xRVXYPz48XkX/Xdy3U/mxGIxJf75z39uKBOz6uvrlQoiN52on3rqKSV20xQjzNf9Ya5qbGxsHKhmEkJo7TDPwSYfzJ49GwDwjW98I+dj7OomVjXpY1/8uB0VHzZsWN7YC6lUCgsXLgxVJwOvXHXVVZBS4uqrrzadiid0fU4LYVde6Ki40HXbR+ZMf66ZfyecrkWgcz/jPmuOrtf+q1/9KoQQWs7DOvexIOrq6lLiMK2rEVRhX1jaxGferrDTUVmn8xje3NyM4cOHs6opgLxcmyZs7Oomt1VNtbW1Sux2gPWSSy6BlBJjx451tR2dnFRvFlLVGI/HYVlWoLohfu1rXwPQdyujThxs8sGPf/xjAMA//uM/5nzMQw89hFgsxqomjebMmYNYLOa6WuTb3/62Evtx8RCNRrF///5QdTLwit0NsFS7AOr6nBbi7rvvRiwW01Jxoeu2j8zfz/ziVQin983r3M+4z5rj5LV38kVy/fr1SKfTg2Zpi6FzHwuizIvRMK2rEVRhX1j6tddeAwAkEgnfnnPfvn0QQmiprNN5DK+trcXWrVtZ1RRAXq5NEzb19fWIxWKuqpq8YHd/zOyQZpKT6s3a2lql2jLf/m93AwxKF0AA+OUvfwlg8GSSWxxsKtLpp5+uxGeccUbWx4W5LJr6/PrXv84b65ZKpRCLxSClRGdnZ1lXSiQSiYF7nnt6erBnzx7DGdGpdB7fdu/ercRuvrCMGDFCibN1DdK5n3GfNcfpaz/UF0meqwtz3nnnKfH5559vKJNwcDIrfuaZZ+aNg8zE/sNjOBXDrt6w6a7iKEfz5s1TYjeTLPF4XOlGF5TKn3g8rsTZ8kqlUvj4448BAB9//HHO40gQ/40dHR0DVX5SSmzfvl3btjnYVKRPPvlEie0PV7YUZC8AACAASURBVKahyqLXrVuHRYsWYfbs2Zg9ezYWLVo0MKJLwbBt2zYl3rJli6fPF41GkU6nAQDpdLqsKyVaW1uV+JFHHjGUCWWj87aPjRs3KvGGDRuK3lbmeijHjh0b9Bid+xn3WXOcvPZOvkiG/RYmvz3zzDNK/KMf/chQJuHgZFb8o48+yhsHmYn9h8dwKoZdvWHTXcVRjo4cOaLEbgab7YofW1Aqf5zkFY1GlQGbXMeRIP4bM6vI1qxZo23bHGzymNOy6BMnTuDEiRN+pEQB19XVpYx4l/NaGGHu7FAOwnzbh879jPusOU5eeydfJMP8WTaB654UJpVKDXRYGjZsWMlVzpjYf3gMp2Lw2BVsTtfc9JuTvJweR4L4b/Ryv+BgUxEKqTwaamX6+fPnY9WqVRg7dizGjh2LVatWYf78+VrypHCaPHmy0iGCa2GUNhOLBOpaCPWCCy7IGweZzv2M+6w5Tl57JxeAYe4iYwLXPSnMqQOeJ0+eLLnKGRP7D4/hlKmjowOWZeW9BYjHrmBzuuam35zkFebjiJf7BQebipT5JuRas6mQlekpmOwOKzavO61EIpGBGdCKigpfu5SR/0wsEqhrIVSdMx833HCDErs5SWcOel144YWDHqNzP+M+a04kEhk4H+d67Z1cAPJcXZh77rlHiRcsWGAok3Ao9e59JvYfHsMpk30rUL5bgHjsCja7Q57Nbac8XZzkFebjiJf7BQebijB//nx0dnYqP+vo6Mj62Nra2oEZnpqaGnamCCG/11Gorq6GZVkQQqChoQGjR4/29PnIHBOLBOpcCPX3v/+9Er/zzjtFb+ull15SYjdfxjZt2qTEmevLAHr3M+6z5lRXV+PP/uzPAPQNMmZ77Z1cAPJcXZgrrrhCif/8z//cUCbhUOq37owaNWpg0FcIgZEjR3r+nE6Pu8lkEk1NTXnXkeExPPycLnDc2NiofFanTZvmW440tPr6emVyKCid8rZu3arEP/3pTwc9JszHEfs6yqbzTgUONrlgH6zOPffcvI9rbm7G8OHDOVMaUpkDizpX6M8lEolg3LhxoRoV94KTDj5hZmKRQJ0LoQbx1iO76YLtrLPOyvlYnfsZ91kzUqkU3n77bQDA22+/nXXw1OkFIM/VznFB9cJkrslZamt0RqNRZUDXr9sEnRx329racPz48SE/ozyGh1shCxzbVRysagomu4ooKFVNAHDw4EElPnDgQNbHhfU44mVDJg425eBkTZOrrroK48ePH/KkWltbi61bt3KmlBx78cUXsW/fvpIrtS+Ukw4+AJBIJDB16lTs2bPHj7QA6FlrycQigU4XMFy6dCksy8J3vvOdnNsK8q1HI0aMwIgRIzB16tScj6mursbq1au1zD6tWrUK+/btww9+8IOcj3H6OXWy7gT1cdr9xckF4Pvvv4+PPvpoUDfDYjh9r3Wtn+Y3LqiuX+b5LkxfVrq6unDy5EkAfWtS+XXtcuTIERw4cCDn5y+ZTA78v+7u7iGrm3SdD5xwUnFFzhVSPdjY2IhYLFb2VU0mrp2dqK+vRywWC0xVUyH8Po7o4mVDJg425aBrTROiYtht4N20fy8nra2tSKfTWkfih6JjrSUTCyFOnjxZiXOtjZRIJAAAr776as5t1dbWKuXoQRhQz2y64FfDBSevl9PPqZN1J6iP08FTJxeAOo8jTrcV1muNIFY1hl3m+pCNjY2GMimc0/OKbkPtZ0GuwHNacUXOcOHvwpm4dnbCROOccldVVZU3doODTVnoXNOEws/JYsM6tbe3K/HmzZs9fb4gO/V2KAD49re/PegxiURiYAS+p6fHlxkaXWstmVgI8atf/aoSX3/99YMek1mhlKu6KZFIKFUlbl776upqJR7q9mQddM3qOXm9nH5Ona47QX10dX/ReRxxuq0wX2t86UtfUuK6ujpDmZQOU7ei6XDJJZco8dixYz1/Tif7WVAr8AqpuCJnuPB3YXSe8z7/+c8r8UUXXeQqNxONc/IppAu9E5nLO4wYMULr9ovR0tKixMuWLdO2bQ42ZaFzTRO37PVH7D+HDh3CoUOHBmLdOwANlrno8VtvveXp89lVTbZyrm7au3evEr/22muDHuPlfca56FprycRCiOvXr1fip556atBj7CodW65qHZ2vfSqVUuKjR48WvS2ndM3qOXm9nL5Whaw7Qfq6v+j8LDvdVpCuNQq1bds2Jd6yZYuhTEpHV1eX8nkI0230mdeimccxLzjZz4Ja7RLkiquw4sLfhdF1zlu3bt2gimE3kw8mGuc4kTmglm+JiaFkrtn34YcfFr0tXerq6gaqmaqqqjBhwgRt2+ZgUxZOy/L9cOjQISQPHsAnb3fjk7e7cfrJT3H6yU/xydvdSB48gEOHDhnLjSgIvLzPOBeday35vRCizpleE6+9Ln5XxDl9rUq9a5Vuurq/6PwsO91WkK41yDxTt6LpYGL9QSf7manj6VC3AQW14irsLMsCANx4442GMwk+r67fTjvtNFe/b6JxzlDmz58/qBAgjOtJDWXixIkAgK985Stat8vBpiyCdsK/6JwqPPBX4/HAX43Hmhu/gjU3fgUP/NV4XHSOvvspicLKy/uMc9G51pLfCyHqXGvFxGuvi98VcU5fq6DOxAeZju4vOj/LTrel6xZACjanFeiZ1Z3Hjh3zIh1PmDhuOdnPTJ2jhroNiGueecMesI/FYoYzCT5d+4a9Tub48eMxfvx4vPDCC67WyjQxcO2UXd3kpqopyF566SUA0D7xxcGmLEzce07B1dDQoMRel+bOmTNHiefOnevp8wVZbW2tEl922WWDHuPlfca5mFhrSZfML7T2TOCpMkugr7nmmqzb0vnaX3HFFUp85ZVXFr0tJ3TO6jl5vZy+Vlx3onA6ur9kLm6feewphJN9DNB3C6AJl19+uRJn7r+kypyQyLZGxyuvvKLEL7/8sqc56ZRZzeC2usEJJ8dUE9cHTm4Duuuuu5T4W9/6lud5lbqg3n4VVCb2jbAbPXo0xo8fX5JVTZmVW5s2bdK2bQ42ZWHi3nMKpnXr1g1as+mMM87w9Dkz2x/PnDnT0+cLsk8//VSJP/7440GP8fI+41xMrLWkyz/8wz8o8TPPPDPoMZnrR3zve9/Lui2dr33moL7Xne10zng7eb2cvlZcd8IMJ+vDOfX8888r8U9/+tOsj9N1C6AJb7zxhhLzNqDc5s+fP2ih/1yfibDKbKSSGXvByTG1rq5OOZ76cX3g5Dagf/3Xf1XiMA0sBlUQb78KMhPXzhRcmc2pdK4hWVKDTbpaJeou4Usmk2hqamK3CY38fk3ti5WRI0f68nx2dZOOqqZUKoWFCxeGqtORzem6Bi0tLaioqPB1ZsbvtZZ0cXp8s8uFh+oqcscddwAA7rzzTld5dXV1KbHX69fontWzq5tyVYEBwN/8zd8AAG677ba82+K6E4UJ2jGukHVidNwCaMLkyZOVL/FBugVQV5dJ3ewJCredmoLo3XffzRt7ZahzfzKZVLp75rtm1HVd6eQcW8j5jm3g+wz1/hTy3S1o5wxT7r33XgDAfffdZzgTKmUlNdikq1WizvVYgL6uE8ePH2e3CY38ek3te5GvuuoqjB8/Hj/5yU9c3Yvs1KxZsxCLxbRUNUWjUezfvz9UnY5sn/vc55T4nHPOyfq4uro67Nixw9eZGb/XWtLF6fHN7rqYWcGQya7icDtT7/f6NXV1dcrzuf3sLF++HLFYLGcVGAD85Cc/AQA8++yzebfFdScKE7RjXCHr1+i4BdCEzMGxIA2W6eoyqdsXv/hFjB8/Hj/60Y+y/v8bbrhBiYM0gDeUzFy//vWv+/K8Q537C+n6puu60sk5tpC1YYPWBt6Uod6fQr67Be2cYcq+ffsghMDrr79uOpWyUY5d5EtmsEnnvbqZgwmZa2gUIplMDlRjdHd3+1KJU+qzICZe07BKpVKIxWKQUqKzszN0szh//OMflfj99983lIl3/J6Fv+mmm5T4lltuGfSYjo4OZTY48xYQm8590e/1a1KplPJvdLtvdHR0wLKsnK+V0+53XHeiMLqOcdddd50SX3/99UXnlLlGUylWqB07dkzZf/7whz8YzqiP310mdTpy5IgS/9d//ZeZRIowbNgwJfZjzSYnnFZH6zyX/fVf/7US33rrrYMe89WvflWJcx1veD7o4+T9cbqWZtivi3Xh62DOqFGjlHjGjBmGMvnM9OnTlVhnTiUz2KTzXt3ME/yhQ4eK3lYhsyq6lPosiInXVCc/Bxei0SjS6TQAIJ1Ol/0sThD5PQv/wgsvKHHm+jLA4HXq1qxZk3VbuvbFdevWYfny5QMVIGeffTaee+65orblVDQaVW4Dcrtv2K9ZrtfKafc7rjtRGF3HuMwFm88666yic8q8JcZkhdq6deuwaNGigT+HDh3CoUOHlJ8VM9Ma1POw310mdcocbArTRNq2bduUeMuWLYYyUTmtMtT5ef7Zz36mxJmvDQCsX79eiZ966qms2+L5oI+T98fpWpq8Lu7D18GM+fPnD7q+zWwYYMLJkyeVOHPNXDdKZrBJ5zpLv/jFL5T4xRdfLHpbTmdVdCmHWRC/X1Pd/Bxc6OrqUj4PXq+DQ4UxMQvv5FjpdM0Z3ftiRUUFKioqcN5557najhM69w0nlWBOu98Fue1vEOl6H+2Wv7Z4PF50TkF6Dw8dOoS9v/kN9h09in1Hj+JDKfGhlAPx3t/8pqgJtaCeh3V2maTwM3Euc/IZdPp8QTqWmOT09XKyliavi/vwdTDLrm4KQlUT4O26qSUz2KRznSWd26qpqckb68ZZkGDze3DB73VwdDv99NPzxoUK2qKQhczCD3WbllNOZnqdzgaff/75SlxsByJ7bbRLL70U48aNw5o1azxfG62QNTOG4qQSzGn3O91rBpY6Xce4Qhb1Hkoh76Gu/TofUV2N025uxGk3N+L0yN/i9MjfDsSiurqobfp9beOUzi6TFH5OPw86P89OntPpOZbngz5O3x8na2mG/bpYl8mTJw/c/jps2LCyfR10c/o94wtf+ALGjx+ft6rJz+8sOq+JM5XMYJPTe3Wd0Dkz1tzcrMRLly4teltOcBYk2Pwu8fd7HRzdHnroISV2+3oFbVHIQo41Q92m5VTmWhrZ1tbIXKduwYIFWbdVyELIQaNzgWMnAxVOu9/pPJeVA13HuPr6eiXOvPAqRCHvoa792m9+X9s4pbvLpF/CvmjsrFmzlDgo1xpOPw86P89OntPp4DbPB310vj9hvy7WJRKJKBXZ5fo66Kbze4af31m8bPrh+2CTEOILQoi4EOLXQogDQogF/T8fLYR4UQjx2/7/jhpqW6caP368Eo8bN85NjnnjQtTW1g6MwNfU1GDMmDFFb8uJcpgFCfO/0e8S/+rqaliWBSEEGhoaQtfxKHOB8A8++KDobQVxMUSns65OF+x2InPx4oaGhkGPaWxsVOJp06Zl3dY777yjxG+//XbReflt7969Srx///6it+XknJH52mS+djbeBlQYXce4Y8eOKbGbZgRO1w7RuV/7rba2VpkV9/raxqm6urqB42hVVZWvHUrdsr8A24KyyLYTc+bMUeLbb7/dUCYqp5+HzAV7R44cWfRzOjnWZy6onhnbnB5LSl3m8djN8Tns18UUXDq/Z/j9neXv/u7vlHjhwoXatm2isqkXwEIp5RcBXAvgbiHEFwEsAbBTSnkpgJ39sWPRaFQZqXYzCqiznB7oG5EfPny4LzN/5TALEuZ/o4kS/0gkgnHjxoVy1kLnbaFBXAzR6ayr0wW7h7Ju3TplfRYhRNbqx2QyqcTZFqpdt24dzjjjDOVnZ599dlF5maDzs+WkEszpe6jrvS4nOo5xiURCiV999dWBvxezyLaTtUPC/F4nk8mBBUVPnjwZqMWsW1paUFFRUVRVk1cLqg9l/vz5gyqfv/e972l/Hq+kUill8DEIkzk2J58Hnd8hnOzXmYvxZsancnIsKXW67woI83WxLjo/8zplXldmxkGm83uG399ZMgfF33rrLW3b9n2wSUr5jpTy3/v//gGAgwAuBDAdwKb+h20C0FTIdru6upQ3pVwXOnM6CxK0tWsKUV9fP3CAHDZsWM5/o98t5Z1wOrgQj8dhWZaWBd6rq6uxevXqUM7e6Lwt1MRiiMlkEk1NTTm/iNXV1Q1coFdWVuacddU5AH7aaacNHCNGjx6NM888c9BjnHbm+cIXvqDEX/7yl4vOyyldxy6dn62//Mu/VOJrr7120GOcvoe6JzvKwd69e7Fv3z5X1Wn59C2yfRD7jv4e+47+Hh/KND6U6YF4728ODlpk+9///d+V/2YT5vf64YcfVuLMW55Nevvtt5FOp3NWD+bT917/B/Yf/QP2H/0DPpQV+FBW/P/sfX18VNWd93cmmQkkJAOZDAk3ELSJrn1U2t1Ya1uhvhSotkhr162F9elnse062K7YYq2CL2gE69atroVxW0ufrg/WPu5aAUFBEQtYtZXVBoEoGTSBXCCZm2QmmbzMZOY+f5x778x9mzl35s5buF8/fMy598w5Z87ce15+5/v7/qR0e8cHWUUoToXW1lZpbVNqrCyzo3uaiXPOOQcXXnhhSh0mM/cQZr/XNTU1sNvtKQ9z8qH9VkiYzfgt5XWxWShWgfDx8fGU6WKGmX1arL9PJiioZpPNZjsHwN8CeBtAPc/z4srgNIB6I2VdddVVsomumITOHnjgAYyMjORtMXbxxRcDAD71qU/p5ik27ZpMkWoSz3dIeRrQUrpF1sXZLvBupstkIcQQf/rTn2JkZCRlGGXxRDOVscMs195kIe6qqips3LhRU4ibJvKL1+vFpk2bpFOnuXPn5uXk1ayxy8xnS9kWrbbR/oalrINVKORjvLS5Z8Bx3UI4rlsI503Xw3nT9VLa5lZ7/e/atQsAUm7+Svm3Pn36tCydiWEnV8hWB8vursfU627C1OtuQtVN/4Kqm/5FStvdhpamhtHU1ASgdLSmRBRqY/Tss89i0aJFeO6553Tz0MwZZopGm/1et7W1IR6Pqwy8yShV7TdaWML/5iOXgtDZoJR/azP7tJjtGkZRMGOTzWabBuC/AazieV4mzMITC4KmFcFms33PZrO9Y7PZ3unr65OuX3vttTLtg6985SsZt03pO53NJqSzs1NalJ06dSrnVHOO43D48GEAwKFDhzRP/4tRu8YI9u7dKzuB0mL/FCKkPC3SUbr37t0rW7SZwW4qVSgNIUp3JSNYvny5zO0j1/Tpzs5OyUjT1dWl+e4/+uijsvRjjz2mWZZSZ+maa67Jqm0OhwPNzc26p3pGIvPMmTMHdrs9L27CZo5dyolb2cdGsHv3bllaNDQk45vf/KYsvWzZMs2yaMXZLRAU43hJ+15bv7X5KGUdLICwWObNm1dSrCagcBvXzZs3AwB+9atfad6nnTPMFI2mma9nz54tS4tGRiUOHjyIcDgMAAiHw5pr2VJ/5mlg5nxtgUB5QHDmzJkCtUQOkTAh4tOf/nSBWmIcM2fOlKWVEZuNwEy7RqFREGOTzWZzgBiatvA8/7xw+YzNZpsl3J8FoFfrszzP/5Ln+Ut4nr/E4/FI13fu3CmzAO7YsSPj9il9p7Nxr8g31ZzGx7MYtWuMgEZrJd9R34ygtbUVL7/8clpWk4izmd303nvvydJ6Lik0rlVmCkLTgMYVTWmU0FskKk+JlcYNs2Ek8ktlZSUuuuiivAgEpxq70mmtKHVWaPueBpFIJGUaAN58801Z+sCBAxnXZyGBYhwvaZ+tJUuWyNYtekL8FuhRyjpYpQwl+6CmpibndT777LOytBa7iXa9a6ZoNM18ffLkSVm6u7tbsyylbpcWu+lseOa3bt0qSz///PM6OS3QIpVOYSFRymsl0fgtQs8ITgMz7Rrp4PP5VJIa2QRJUKIQ0ehsAH4N4CjP8/+WdGsbADF8xbcBbFV+NhVee+01mQWwWHwb8001p6Eyl7ofKI3WSilHdDJTS6bUsX//fllaj7WwadMmHDp0CJs2bdItK9+bUhpXNFrk+5nIdxRNWqQau4jWSjvaA4fQHjiEsPBfe+AQ2jvac6azQgva5+Fs2DiYCdp3I51+WqEgspssVpM5KGUdrFKG0vCTj0NMmo2dkfWuWaLRZs7XIqtJLw2U/jNfCA3Zya5xZaH0kW+7xrnnnitLf+5znzOt7EIwm74A4CYAV9lstveEf9cCeBjAQpvNdgzAl4Q0NSaTb2M2oKEym+mbXgjQaK2Uss+vmVoyZwM4jpOMUvv27dNdsOTbYGPEFS0dCvFM5DOKJi3Sjm91NpRd7yT//qmC/LveCdQVXguH9nko9Y1DvkEbQpxGP60QWLJkCXbv3m2xmkxCKetgWTAfRta7ZolG53u+LvVnvhAaspNd48pC6SOfe3Wv14vHH39cYjddcMEFuP32200rvxDR6A7wPG/jeX4ez/OfFv7t5Hme43n+ap7nz+N5/ks8zxsycZvl22hmSFufzweHwyG7VlVVZVr5WlBaJpubm1V5zPRNLwTEMLAitESJaaO+FSPM1CkqdTidzpRpACo2Uyp2Uz5B44q2ePFiWVpvw0nzzJuNlpYWvPDCC0XDagIK46phFpQaTTfddFOBWjK5MG/ePFlaKzAGjX6amaB9ry2YD7P17c4GFGPkXrNgZL1rFvtRaVxS7gMAYOrUqbK03t5A6cqiZQgrZe03Wk0tpcaVMhKuEZwNGlcWSh+F2Kufe+65qKqqwv33329quQWNRmcmzPRtPOecc2TpL3zhCxmXpTy9/uxnP5txWTRQGsuULhmAub7phcCVV14pSy9YsECW9vl8+N3vfiel7XY73nrrrby0zQx89NFHsnSh3X8KCRotHFpXu3yDxhXtRz/6kSy9atUqzbLSPfNmQtQ+WrZsGZYtW6apd1QomOWqUYjv88wzz8jSTz/9dN7bMBnxwQcfyNIdHR2qPDT6aanAsix4bgDRba9o/uO5AbAsK+Wnfa8tmI9869tNBpgRufdv/uZvZOlPfvKT2TYra/h8PmzYsEHaG1RXV+P3v/+9bn4t9mM6LUCt+XFsbEyWHh0dVdWlvKblHgcAg4ODsrSWMaaUtd9oNbXMlCSxXNWLG8U4lhQChdirpwselCkmjbHJLN9Gr9eLX/7yl1LaZrPhvvvuy7isTZs2SacaDMPknJFA6yp07bXXYurUqUWnbk/ju6300//tb3+rmS85JHsqFJuWx2uvvSZL50tTa/PmzVi0aJFuf5Y6lOJ3ypNFEbT6AXv37sWiRYtSGrdoXNFEFkSqBeLevXtl6XwY1EZHRzUXyZMF4vggorq6Oqf1manhZSEBGhd6q++LHzTzMM3YbGkeGoNZkXtPnDghS2f7jpmp42O322G321WRopKhx370+/042tGJ030RnO6LIM47EeedUvpoR2dRHAhed911AICvf/3rKfPRrFvyuSam1dSifa9pvl+pu6pv3LgRixYtwpNPPlnopuQEH3/8sSxdLHuzQsAsHblCY9KIwVx11VV48cUXpXS2vo3nnHMOPv74Y5mIsM/nk00q4t+rV6+WrjU3N6vcoObOnYvjx4/j3nvvNVwWy7IIDw5j/X55JC0A6BocRhVY2bXy8nLZIKznK75z506Mjo5ix44d+MEPfqCZpxBI9t3Wa5cWu+Hb3/62lBb7X+zLn/3sZynrTD7NyiZygFm46qqr8PLLL2NiYiKvmlpivyr7s9jR2NiInp4eKa2kW+tBb4FB8wwCCcHxhx9+WJNd5/f7wbIsKisrsWnTJs2xASAsCCUTQq8uEVp1mgWj708pwuv1YuHChVi5cqV0TdnHtKBlSc2dO1e2ActGw8tCAsuXL5fmfp7nc7IoYxgGnMMOx3ULNe9Ht70CxpN5iGMLdPMwzdhMuwayQKAVuTeTSF/19fUyVnZ9fX1W7aKdh1PByFymxX4Un8MZ7iZcvXSt5uf2bG3TvJ5viEaa3bt345ZbbtHNl2rdIiKfa+KrrroKO3bsAM/zKfV2bTabbM2mp0tF8/1oyypWiJH5nn/++ZS/dalCGRFemT6bIOrIlTomDbNJ6ep2+eWXZ1VeTU0N5s2bJwtP7/f70Xn0KKIsiyjLwhmLwRmLSenOo0c1Tzi0QoOTso4gwp5AhD0BZ2wCztiElO48eiSj05LPfOYzsvRll12mykPrI51vFKJd+dbyoEEh/HRp2WLFCKU+19q12otCJbVdmQbon8G9e/fKTuP0TtHMYgdZp/Xmo6WlRcZ+zLU2lXJRmGzospA5lKegxcBaUuoGKdMW5KCZhzPVdmlqajK/wZMIZkXuveCCC6S/bTabLG0UtL+10r3mwgsvzLjOUmY/0rLTaNYt+V4T0+rt0rCRaNdlIgtMRDo2WDFh48aNsvRkZDdZ693Jh0lz5KN84TZt2pQTi/xclwtrF8zXvNe2b7/mdT00uaqxZv4lmvce2v8OAHKiGkEUd8+fp8qzfn87nAwju/bmm2/K0gcOHFB9TstHuhjYTYVoV6rTrEJB9NPdsWNH3vx007HFihUig8hutyMej8PpdGLXrl2aDCKa0yzaZzAd0+hsYAcVAql+Q5ZlgRCP2PNqXS8EeLARVnV5zpw5OH78eFYR97xeL/785z+nZde98cYbsvSBAwdkhxkWMoNZzAyHw4FoNCpLW8gPaOZh2rHZcsFIYPPmzXj22WexfPly3fncLCbY7bffjrfffhv9/f346le/mtXajfa3VuqzHTlyJOM6S5l5SjsG0jCk870mFvV2RWZTNt4WtAxwLV23UmEIiawmEYVkN2Xq7XO2Il1/JfdVsncEQGwBpdyXk4bZVMqnEvkGrY80Lczy7za7XTQw+7mh6QuayC+TxU83XxCj1KVaINKcjJmtH0CD++67D4sWLcIDDzyQcRlnC8zWWtBinWYCGnbdK6+8IkvnS7iYRsOilKNRmcXMXoi/aAAAIABJREFUUL5/bW35cY/Zvn07Fi1adFZHRKKZh4t13VLMSHaN10NZWVnKtBHU19ejqqoq63UL7W9t5nxAEz22WEE7BtKsW/K9lzJLbxegX5eZNWec7fD7/eg88iEiJ4cROTkM50QZnBNlUrrzyIdFoWdWLCD99QEiPf2I9PTDGbPBGbMh0tOPziMfaPbVZNFOnTTMppkzZ6K3t1dKZ+svPplhtr6VWf7dZreLBmafZtH0RXLkF70T+Mnip5trGGEQ0fzWtHpZZuqCiGxELRaiiGnTpskWRNOmTcu4vlJGqn5nGAYBJ4ey652qz8Wej4CpY1TXzUJLSwucTicikQhmz56tabwqlA4BjYYFzZhUrKB5F2lYja2trRJDctq0aXljnYmRkR5//PGSiiJlJmjH5mJctxQrtFzjtdhNCxculPVrNi6fZkUyov2tzdTeaWlpkaVz7VZtJmjXBzT9RfMu+nw+KQpwtowLWs0mGtCuy6z1lHloqmGw5rPakgAPvb3JcHnFEvlYhBE2Eg2aXB6s/cINquttbzwnS08274hJw2ziOE6WDgQCBWpJYXHFFVfI0loDt3Jgrampybg+M/27lSdq+XBjMPM0i6YvzIr8YjbOBp0Lmt+aRi/L5/OhoUEuBpxplEllpEs9dpOSOXPPPfdkVF+po5h9+ZuammC323U1wwrRdhoNi2Idk2hBY8SjZUCI416+3q/t27fLTvXPVnbTueeeK0srN/6Amn0wMjKiWVZVVZUsrRVlshi1Gs2Glmu8FpYvXy6tvcrKyoqCTU2rwao0jF1zzTUZ12mmbiXNM2gmaNcHyjW11hqbVs/ILMYFrWYTDe644w5ZWm9dpnTTW7VqVcZ15htLly6Vpa+//voCteTsQIKNNIBIz0ASG2lAl41kQY1Jw2yy1OsJ3nnnHVn67bffVuUxU5/HTP/uQvgit7S0wOPxoK+vDzNnzpROszLxRabpC1rf+s7OTqxevRr/9m//ltUJG+0J1MmTJ2Xp7u7ujOssVrS0tKC2thb9/f1wu92a/Uqrl1VbWyv1mc1myzgyHI3GmvJZtNvteOutt846vR+fz4eKigqMj49L13K9iDeCdC55hYiAQ6NhYZbmUaGQzpBk5KRUKzBILiGymkTkgt3Esiz4UAjRF7dr3uc5DmySVlUh8Prrr8vSe/bsUR0O0OQBgHA4LEsPDQ2p8qSaq1mWRTw0hNFtT2u2Nc6dARvVNnQpUeyaJmL7ysvLEYvF0NTUlBeNyHSg1WDV0t7J1HBg1rrY5/OpnsFcu2m1trZKbJ1UrMxFixbJGGOLFy9W5fnNb34jSz/11FOqMcnr9UrPcraMC7M0m5TvGgAcPnxYc2126NAhWfqvf/1rVtF9zVqvp4PP55NFfAT0D06effZZbN68Gd/97ndxww1qJo3WvFgMUfm8Xi9mz56NJ554QrpWaGNgk2sm1n5+mep625+ekaWLjZVVTJg0zCYLBPn2RZ4MWlniwiC5r/x+Pz442o4gewhB9hDssTDssbCU/uBou2pio+kL2t8nmeKfLSaLz68ZCAaDAIDBwUHdPOn0srxeL372s59JbDDlqWKukBw57WzFnDlzZGll9M1ihtl6UzSgYVNZ+hWFQyGeCQv5W7f4/X60d3yI9/tCeL8vhDBvR5i3S+n2juLQNLHb7bDb7VlFkDMTtL9PMTNd8401a9bAbrenZGXSsNjyPR+YqdkEJPQ7lWsFZZ3JyLZOM9frNBDZ96kMwyJTL9Xhv9Kj4ZJLtANW5RtLliyRpc9W9/LJhEnDbLJAUFVVJTtVUdJ5jWL79u144oknsGrVKs0XvpQjeADEhUSk44+MjODdd9+VToUaXDb80xXarny/eV19EkyjG0bjK65F8c/0tMTME6h8w+xTgr1790qMx1gshn379mmeZtHqZdXW1qK2tjarEzEaGPHd1os+VOwn7DQQ27ZkyRKMj49j7ty5GbsvGsHBgwexZs0abNiwISvGi9ljZbqTS4BOw2Ky61d4vV4EAgGJ4Qkg5+9socBxHNavX481a9ZIGxGGYcA5HHB8dYnmZ6Ivbgfj8Riqp9RPcFO9iwzDoN8xiKnX3aT52dFtT4PxTKeuy+5uQOV1KzTvjWzbrHndDCxevBi7du2S0lrrN+Xccvvtt+uWp/Vs5Qq0Y6WZ2olmwev1YmhoCK+++qp07Utf+pIsTy7en9bWVrz88ssp87jdblxzzTXYsWMHrr322qJgsV188cUyD4x589SRt2n6y8g6iVabkwa06/W9e/diw4YNWLt2bcbzD+13VLL0nnvuOdUawev1wuv1Sq6o5eXlKpZzITFr1iycOnWq4KwmI/B6vWBZVvY8X3bZZQVsUfFg0jCbVqyQT+bf/e53C9SSwuKiiy6SpS+++OKsyhOpjI899pjm/VKO4AFou5BkCiVdPxQKqfLQ+NZrUfxzjVmzZsnSDJM7MWUjcLlcsnQ2WlJaLkWFxsyZM2VppRaUUehFH/L7/Tjc0Y6Pe8m/KB9GlA9L6cMdaqZesWLOnDmw2+15G2vuuusuxONxTZcdIzB7rKQ5uaTRsDCiB7Zx40YsWrRI5eaSK3Achx/96Efo7+/XvO/z+VTvkNbcv3LlypRps0G7HlFu9txud1b1btmyBe+//37K6GPFCBodEqXLj5bxhHYTX+rrFhp0dHTI0ocPH86qvHw+WzS/j5Z2YrG4lt98883S33a7XZbWg8hWyTWKLdKx0qWtvb09p/WJB2+ikTIWi2XFiKNdrz/yyCMp75sJpf4YDbspHwd3RuDxeDBv3rySYzUpjWPFZCxLt57KJSaNsenGG2+UpfVOeic7/vrXv8rS7733XsZlbd8u13jQEi9taWmRTp3mzp2blb+ycqFdV1eXcVm0MJMyrHRV03JdUxqgtPQkCuGaqHQrGxgYyHmd6eD1evHcc/IIDU899VTG5RUj5V4phPq5z30u47LSCZxW1QLzvmLDvK/YcOm3yD8xXVX4A05qpNNGMhMHDx6UpbMRzzYz2pHWyaUWrrzySum0v7y8PGtGj6irly9NJ5oNrnLDqTX3u91uKRDGggULcn6irxSc1hOgVi76lIFOjIDjOOzevRs8z2PXrl05XVB6vV5s2iSPNJSNAVIpXP/HP/5RlUepR/mXv/xFsyzlpl1LBNnMdUuxwsx1RD6fLYD+91G+x0q3ICNQsqeyYZ663W5Mn07Yb1dffbWqnV6vF7t375ZdS8dKMgsic1tvDBTd9fXSZkMp9K8l/K/VX8q0ETgcDmlerK2txZQpUzIui+Y902LVFwtqa2sxb968Scv2zTfcbrfEDr/sssuKgj0oopCHUYXnnJoA0VI9depUjI6Oor6+Hj6fr6hdQnIF5UIrm9OSZIE2gLCbtKzMd955J1avXp316WAxGjzMhvIUZP369apBvhCuiS6XS2YcExdKxQCXy4VgMFhyJxw0EBdR4XAYl19+eVZjlpnC/6lgpkue2WFlEeARez5C/g4K+jcuGxDggQxs18ox7c4778x4kUtDbadlZmidXOodsNxxxx3YsGGD7smlMiLivffeqzpoAAirKRlPPvlkTgM4KDe4y5cv19y0AcA//uM/ore3NyWjubGxEbFYLOesJoBezNpMN6AtW7YgHo8DAOLxOLZs2ZKR0C4tjBhP07miKud6LaOb8lpfX58qj9frxaWXXip7b9va2jTbZNa6JVuwLCsbO81ycVa6x2YTTCHfzxaQ/vcR+2PFihU4efJkVu5JALBs2TIZ6+Smm7TdKGkxa9YsRKNRKlZTNnIX4hzKsiwA/UAwynzz58/XfKaSA3BopY0i1bvv8/lgt9ulZwvIfRRq8Tvfdttt6O7uxsaNG7MyCDQ2NqKnp0dKaxk8RVaTiA0bNljGnUmMOXPmoLu7W8VqYlkW4WAIbW+oDwe7gr2oso3lrE0066lcYlIYm0TY7XZUVVVpauWkA80GimVZGFM2yD9oTgnMxq5duzAyMoLdu3dntfmgiShopq97IXQnkidVrTRAFlnJG6JUi2GzdBROnz4tS586dSrjssyGaGwrJjqqmWhubgZANvmZwoxnmXbT4/f78X5HO6YKRMRxwabj7yP091ENcobec+r3+3Goox1OwRAkbrs/CLQjEjDWfrEfpbKDpP3Ndc1Anfp+vmHEQGQm5syZg8rKSt1T/0gkIkvrbS7yHS3UyAa3oaEBDQ0NKfvT4XCgubm5qE4azWRbvvbaa9LnJyYmsGfPnpwbBFpaWnD8+HEVy0mJdevWIR6P47777sO2bdty2qbW1lZpA5sqMldLSwteeOGFnLaFBqOjo2jv+BBlbuLKHueJgPPhPsJ6jnGZzcVKlrYWi5oW+X62xCi6lZWV2LRpU0pjm1naic88I48s9fTTT2dVJs14I+oT6WnvGJnXaYPA5DtYzEMPPYR4PK4b5bSpqQkff/yxlL700kt1y0rXX0Zg1nzwiU98QmZs0lpn5Dta+ooVK2TrjbNVVoYG6Yy1xEA0pIo8B4gGIvX7VIxrjUIcGCRjUhibjAjD6cHv96Pz6FHMdRFGhzNGfpQoSyb6ruAgbE4nMHWqGU3OGQoRXjvZtSKbzUcxij0WAiKFvKurKy3FP5kWmc+Bw8Lkw+joKA53tKNSMCJFhGHkI8GINJJkRJrqBs5bos2aPLZdbUBN9Zw664CGpeqyTm9Vl5MKys1INvNBoeD1evGHP/zB1DKTI+Wk0m4oNhTCeJJvmMliNVP0lhY0Lq0HDx7E2Bg5sR0bG5MF4cgVxA1sKv2xYkKZexYqr/uO5r2RbZm7jpuFQjxb+TaKlGpkZdr9jzJfPjw/Dh48KBk9h4eHVe++2IYvf/nLknFYybQtdihd7fXce/OJG2+8UWZsOltlZYwgH+MNwzCI8FOw9gvq36PtjefgZHJnnCr0euqs282niggw1zUdaxdcqfm5tn170T2ae5ZQNvD5fKiurpbpAuVa6NlM14pPfepTsoH77/7u71R5vF4vduzYITuNF33Kjbr3eL1edHd3y+pMdaqSDmL0BBGNjY2qPG63W+YOoKdLRUPxLzQtspTg8/lUfX/++ecXsEXmwuv1oqKiQuaqlYkAaKUb+F9f1TYiHXnRmPFHBMdx2LVrF3iex8svv2w9p2mgPDBQukIbOe02M7JlvlGIDa5ZKCsrk51ei+HGk+Hz+VQuI9mw75YvXy5FH7Pb7UUjALxu3TpZOlN2k9Pp1Jz3tVBTU4N58+ZpGrVo3Y4sJLB8+XLJfVj5bCWvu8xyATQjiq7RdhVjZGWv14tDhw6hs7NTupbLdYvZbH+tADyp2E2lYhwW4fP5MGXKFJkHiZZnTUVFhYwxnGsdLCDBbrJYTamRzlhLDEQDWPv5ZarPtv3pGTiZGaa2J1eRo1Otp2jGymxx1hmbxIhUDz/8sGGK7Pj4OLrGx9G2b7/m/a7BQVSCToeEZVmEB4fw0P53tIpC1+AQqsAaNhY1NjbKjE1aYUTNBI1rBe3iTnlC8Oc//1mzzhdffFEK1wkkhMz9fj8+PNqOWS7C5iqLkQ3bEEuiXZwK8lBiw4YNsrL09B1ooHQ9S6bWinjwwQdlLnJ69dFQ/AtNiyw1NDY2yoxNF154YQFbkx5GJ50VK1bIjE3Jek2ECgy071C/AwAQ5gAbP45c8Da3bNmCaDQKAIhGoyX1nM6YMUOmJ5NNtLBPfvKTOHr0qJTWe/527dolG5O0hGPPOeccmeuBUmhehFaknEzZTUuXLpWN91oRw8xEqg2umTB7oeXz+eByuWQiynpRNCsrKyXjYkVFhSr6phG43W4wDIOuri7MmjVLZtDlOQ7RF8k8yQeDAACbUBfPcYAndwIBIqtJL02Lr3zlKzLWX7YafvlmzpQy3G43Fi1ahB07dmDx4sUartDH4HTPwQRPjKcf9JHfOMKdKEh7xXYd6ehETV0TJuAEAJwMEGNlKNAty5vK8MuyLIKhMPZs1V6rDXBdiEcz11xKh02bNsnmg1/84hc5q8ts0AbgSWUcLnbU19dLY73NZsMFF1ygynP//ffLDo4feOCBnLfrxhtvVAXOslD88Pv96DzSgSYXmZOdwplVpIfsXbqDaq1CGqRaTyXqrIVT2DdHenqF+swJBnFWGZv27t0ro5Ht27cvJyJtxCXvCJpcJPqNM0bqjLAn0R0MpfpoVhA3nX//93+PUCiEL37xi7j99ttzVp9RpFrcZXqiojwhmOWy4Z8XODXz/se+iOZ1UVg+mdXEsiyGBnn85vWo5mdOD/IIgzXc3paWFolhU1dXlxXLoNC0yFKC+G5861vfAsdxWL58uUo8u9hOvMliuR3Vwrp+QrATneglbm1DGnOA+GxlsjGPxWIY4fQZTCMcwEaNG8BfffVVWfqVV14p2HNq1IB3xRVXyDa4yfOF0bIuuOACmbGJ5oRaK8CDWJ64AXE4HJquBz6fL61riJFx99Zbb5UZm3Kp1yT2regGXl1djd///vc5eRf9fj/aO47C5p4BnifP/qE+omHHc5kFqUjegADQ3ICI32XlypU4fvw4Hn/88azmA47jpLGLZVn09/ejtrZWrWUmHEY1iwYmj0eWJ9/jIO0z6PV68cILL4DneXg8nozbY4bswtkIjuPA87xm4Banew5mLv2x6nrv1kdU1/KJmromXLb0btX1t7auV10z0/BrNkRWX67Z2FoC+8oDCyNQitSLUbomC8Sx5MYbb0R/fz+++tWvaq5tWltbJXZTRUVFXoxq3/jGNzA0NASXy6UbrdZC/tEd7JMEws+ESVCs+qrp6A72oaWRLPabXB6svfwbmp9vO/DfGdWb6sCA1FmLtfPVBzht+9VR6DPBWWVsEllNIoyymyoqKtA0dSrWLpiveb9t3344hI1Yk6sGaxeow5i37XsTgEDNQwxr5l+iWdZD+9+BM0MXODHqTrHQwnOxuDNTKPC8884DkB2riQbiIl50r5gxY0ZWURNL2c0kFWiYgcnXtfKI+ZR929jYiMbGxpRR2rI58TabAltdC3zmGm3dtb+8pGYp6X0/hmEQKQ9g3le0y2rfwWMkUAYemQsU60GpvVZILTZiWDgE1IltIO9ie0AwAgXk39/r9eKll17C2NgYPv3pT8t+N1LW+0CdGDY5IpQluDwExlRlvfHGG1LUtFQ6CjTjm8huSjVuKen72USkAhLsplyzmkTY7XbY7XbMnDkzp/XY3DPguE49fka37ZH+5rkBRLe9Qv4OErFlm6taugdPAwD1BmTJkiUpjas0ukc02LJli+R+yfO8xCDMVMvMDOaPz+dTuYVOzUL38uKLLwaQewNRnDuD0W1Pk7+DxLhid82Q7sFjXrTW8fFxxLhTutpMMe4U2Kgxce9cBD95802ydj1w4IDsOsuyiITCmoalCHcCbA5ZP2YhleGXYRjYHRFcvXSt5mf3bG1Dg0f7gNMsiMbqfBhGW1tbpb/LysoyNoz4fD7U1dXJjE2f+tSnsm5fMaK+vh7j4+MpD/nuv/9+rFmzJiNWUybrSjEgQFBgsuYCLMsiHBrGQ29rB4joCrGoYukMjLlwHyu2A2TlwU/ET+YWZ2MtWhprpQA8ucLy5cvR1dVVEBf7s8rYZGbkl2JGPpXwzXKt8Hq9iMfjeXXTSAWGYRAEh3+6QjsM629ej8KVoTEwGo2iqqoqq0U3YJ6bSSGi8qWC3+/H0aPtqBVcoQWyAc6cbkd/0qHq0aPtmCHkEYP6nT5NWD8ah69pYVaggSNH2+ESXj2BkYqeM6RdJjFSc4KKigrYayZSajYxHuPPPC2VPm+oK0fZ17Xd4WJ/UIfSE0+TleGLSVlTUPa1c7XLeuEj1TWaqGm0SOd64PV6sXDhQpnbrvLAxagmyK233opbb701y5brQ7ngtNvtmDp1KhwOB/x+P1avXl2QxaKaHRQm1wUDEzwNqjw0GxAzYRbT1ezDoblz58pcPu+//35Vffv27ZO5OHty6NaXDurfmrSrWTQweaZTu1ayLIt4aAgj2zZr3o9zp8DHYoDd+FLcrEi0NFi/Xs4E+ulPf4o777wzp3UWAmYZfksd4kGG8nc3ipqaGunvfBwaFAo0e67W1lZNl3gaEDenY2iqngMAcE6QfUnkBDnQ6h6Su6t+4xtyVswNN9wgsZtypQmULch3/BBNNSQqp3OC6BxGThKjWXco8wjZxeIyTXPwk/w7mA23241HH300Z+WnwlllbEoFlmUxMhhE2769mve7BgcRAV/00ehosHv3bpkPuGiwSIaWAUJLqPajj+QbquQTTKPIp5tGIUC7iBfD/gKpLfGpaJG5EO3MJ2pnAIu/pGbh7Ho18XzNmAEs/JL25195Vft6NqBlXLlqgS98WZtB9MbLvKosvd+HZVkMBbUZTAAwxAHsBJsXcb9M4fP5smbXFOviqBTQ0tIi9b9eZEsaTZB8nRDu378fAY4DHIKg9oTAPOs4QtLRGFiWpaqX9rlhWRZ8KChjMYnguQGw0bhqrKYxxOQ7/HE+mK6ZBOEAgMWLF4PneUydOlXTOPq73/1O9gxu2bIlp+1KhXxHtSwrKwOfJhod41GPmakifHq9Xrz77rsyI182BpTXX39dlt6zZ49kbGIYBkOOMV03OsYzRXV9MiKXjOx8Q+8gw8i6Uvz/9773PXz88cfYsGFDSWoyaYHmtxa/v1lzZ1P1HNx9ifodA4D178gPwkRWk4hkdlPCcEUCGDkniBkgcoKInHcPqbVm9cAwDCLxYaz57ErN+w+9vQlOht51sqlmFtZcpj0OPvSW8aic+XKZttao6WEZmyzoQilC+7nPqd0CAWKEisfjpiyqRUHeQrKaigG0lng9WqTf70fH0XbC9hdYP9wpwq7pG5SX4fV6MTAwIFtQThaXPDMhMq6UrCX2TLthxpLIgKqpTWgxnRTYT6FMyupox7RaICqU1S3oOg0XAZNqzpw5MubMZz7zGUOfJwK07SgTAjeKMb6OBMh3jAXMaOXkxZw5c3D8+PGUkS1pNUHyckLoKIPNre2mxHODmte1kNBiImUl9JhOGS6r0KBhseRDUJ30aQdsbvIyimdLh/rIS8hz2i+jyG5SspqSIbrbZcJqIu36AHY3YU7EeWLsf7+PUFzjXK/hMs0AwzDod4RQed0Kzfsj2zajItQHo5LpNJFof/nLX8oMeE8++aTR5lswAL/fj6Mdnah1kyh2PE9c6870RdHPJbTyOjo64Vbk6esj2qAcJ9fUMwNGDCPp4Pf78cHRTtTXzoVdaPvgGdL2M/3abc9G/NvMTbyZZfn9fhw70onZNSTwg2OC9MXoyQhOhro1P1Ms7BoAaKpuxN2X3qZ5b/2fHzdUVneIldzozoTJ+F9fVSfda8HkifqsB2LA+yBJ1JvMP5EesgDPVNSbFtu3b8cTTzyBVatWZR04I1coaWNTX1+fbKDIZvBgGAZR2LB2wZWa99v27UX36Ai6gkEpGt1pwR2kQRC96woG0ZKha1UqdAeHsX4/2VidGSYDVv20qegODqMlw+rSaYIoRWinTJmiEqHNhdV4zpw5mDNnjm5EOxFav/WHH34ITPC6QuCnBnkMgaU+gTICM13RjIT9TUWL9EwH/v5qdcjt/9oTU127++67ZcYmJUU+n77PLMsiGJSzmET0DwCxuHGRarPgqgXmL1azlvbvMs7oq6kFLtPQY3pLYDIxDINYeSClZhMzk/TDtFrgb69V53t3Z+ZMQzMgPh9LliyR2DU/+clPDJdTVgfUfE3bvS/0grageSkhlydjNK4h6TRBzBzrlWPJ/PnzpfIZhkEglDiF5YNkjrW5xNNRGxiGoR7Dbe7pKL9Oe06f2LZXqpNz2HU1mxjRVc4kZPJbp2KxiEgnAGoWbO46OJd8TfNeZLt2BFWaDWe2ekx290xMWaIdfWls+7Oa17NFoTRB9CLRKp8tEU6n0xDDRsnMsECHWvdcfPk6tbbTy9sSunpu91x89bp7ND//4rYHAeTAQNTRCU8tMXDZBCNRf28UfYKBiHZMAoD62rm4abH6Oz69y3zNUxJhuhOzphOjTlmctH3oFFnjnxrsBsuyVG0Xy2p0kbLKY6SsMEvK6glqG4n0MLumCT/6nFp8/tE35a6HpR6QIJWnhVqD6AwAwDmbzNctOL+gzPpUMPLM06DJ5cHaz2vPP21/op9/SOTokK4QeFewD1W2cdk1kY3++OOPZ2RsInUGNcXAu4IcqmzZSw6VtLFpfHwcnUePYq5ANRBD9kVZ8sB3GaQbdAUHJTc6tSFpEJUuF5ikhy8iPJyiKHiL8CLu378f4cGQJAYuq2MwhCqQzXJ3cAgP7X8HAHBmmFAY66dVAgC6g0NoYbReZlKnk5mreT8VMnGtEtlN69ato64nFyATRTsaXWRDXS781mH2EACgJ8hjgi+neqD3798PjgvAKffUwAdH2hGJkRcvE2OGyA4QkevIIYC5ug3V1dUYGhpKyWoqptOZswFD/Qk3uhEhkGVlTeIeZkJyt9MyLImudgzDINxPhMABYEwoa4pQVrgfmKItT6YCy7IYDQHHtmsbeUaFqHXJoGHXpKpvIqRvVJoIAGwkUZ84zoljXDYi/OnahdCYpjYTACAwJmtXKhBmxmGgrlK4IoqNC2UHyPxglnuskYWWWZseJbTGkuRw46OjowiPEM5HRZxEMmIu+KS0cSCsJRIxiufJIH6ojwXP5U4Q1Qwk2k7Ga9H1/FAfWbfwnHzdQsNiEZGNAKiZhzD5dikStZH0jEpxrhdsNHdzVz7nRZ/Ph507d0rGpomJCbz00kv4wQ9+kOSGKkTptQu6J7CjveNDIDourW/aO46hzE1caeI8WTkd7htBjFO70YhrAxGNjY25/IopYcQ9NhQKa0aeCwW6wEaqqMpiWRZ2R13adrEsi2BoRGZYEtHPdSEWraReV/r9fnR0dKJOYEBBMBAF+qIIcMYNRJ7aufjmtWoD1+93Pih99oOjnZgGZPycAAAgAElEQVSpMEgNCKylXh3WUjagdf+fNb0J37tKW5z9l6+1oXfkBD482glGYZAaFgxS7GDCiNToasIPFqzRLOuJfQ9Rt50IY4dVhiUAOBnqQhVrrig+y7IID4VV7nIiuoZOUNdJyhrWZTB1DZ1EFTtNZkgXI6uOjo5Kxj2tsbmUDGoSG6mmHgDgnCCHmZGThPHcHToj5e0O9qLtT88AAM6ECVu2vmoGuoO9aGmckc9mq7B9+3ZZYJCdO3cWJbuppI1NADDXVYu18xdr3mvbv0v6O93pjJ5Rx8EQsbIWZpbq5dJ7sUQrcCb1OZk5Qn3aC61sxYuPHXkfTa4pcMbIQDzeQ9xbuoPaRO5iocACQKPLhpXzKzTvbdo/jtOjFZg5NYZ/XqAdGeQ/9kVQzTBgWRbOMmDWdDUT5NRgZkwQr9cLr9erqX2SS9aC3ok3y7IIBbVZTH2DwDiv3gSfey4ROtYS/jSiN5XtSS/DMCizB3Q1m+ob6A2BZp4QsiyLwaA2i2mwH0CM3kgp/j5vaegxhfoBNsZi/nx51Ev/EGn7nJnC2DEzsahOB5XorVDWOUllsSyLAS6MIy+STcyYsGefIkSAHuEAZKjbq8euIZGMgNNb1YakiMKIZBTZCPCbqYNFXVZdJcqXXqhZxsTWw9LniVFqGgCyEWgPCBuBAL3wOinnCGx1QjQ1IQrhoQARGuUDiY1le8cR2NxCPl7I13cCPGcsQpYI5ViS/P4pdS4OHToEnucRj8dlDKjVq1fD5nah/LorVOVPbHs9o3aZAVottmSIEe2SkZxHj8WiVa/4ufXr1xsedxMuckQ8P2EE6wMviHcTfauQLoOJ5wJgo4KhtKMDNrdHKAtCWRx4LuFSoJeHlNUn+25iG4Hi0aQrFGth+vTp0gYQIMZ8oyhzN6L6un9RXR/a9u+ytNba5je/+Y0sT4Q7gd6tj2AiSNwVy10zpevwnEfdJprfmriNd2JaHTEuREHWe90B8twNB+gZKqLrm8tNyooJRha2j5QV5LrhdNgQCXVjz1ZiRBoKkk1otYtsUge4bjR4WqjqIwawEYnBpATHdSEqGKXq3HPxta+qDUQvvJgwEHUkMZZEgxTXS+YFkbVE1hojkmEpGb1cF8YmKlXXZ1Sr2Zy0h7C0612RadQwowl2wUAUOk36/fSAMZYRM70JK6/QNkhtej23Uab1YHTdn4rxWwgQY8yHaKpuRMxBnql6Zx0QAzqPfGh6fVJkOx1tpq7QKVSxma059OpLXn3XV8mNRryQR7kOj/jJuOtsnIGWxhkJgkkwpMtg6gr2ospG5yzNMAwifAXWXv4NzfttB/4bTiYR4EapsZkJu4nUWY6189Wfa9u/E04me2H/kjc2GUFVVRXC4bCUTtYGMNOowzAMIohj7QK1xlHbvjfhZBhT6zNy0iNiZpXaIEOzaTUCYtxqx2wXsRg7YmTBPNrzPgDgZDCuan+qtg8P8ti0X04fFNEzyGMC4wDF/pJhGITA4TtfVPfBU3+MoCYLFy0t7RNyatSOesG4ZY+TIW7wFGFlncnQwGXkxDvfSHXSS2OQ6h9IuNGJB6rV1eR6fUPC1U5PCHxgAIjHSflHj7ZjuiJq3anT7RgckLdHRDYbGrFdohC4EsF+wBaje89oxwi/34/BEPGVV7KfbDbSvzRlqfohRP4+1yN8d0+iH0YdAZy3RNut7dj2zKLW6YFhGAw6Aynd6Ji6RH1mLNDIxvt9oM6JhFFHWGAJmxqGYRBwjqSMRsfUMUkGoqlIMJaOC2WR94SwpEYko5IKgRGwEWGxXzcN5UvnqbJMbG039B1tddUoX3qJ5r2Jre8k8rmrUb70sxp53jZUnxHDr9frRWdnpxRJLxKJYPFi7UMlPYjC36K7nBI8Nwg2yoNhGPDcAKLb9oAPksFGNADx3ABgwI0umbWUjrFECyNR5rJl2NjcbjiXLFVdj2zfqpE7XVkeVCxRay+Ob39ekUc7MuP4dhI9KaHH5EnSYiJ9GRcMUkQbaSClGx3jmVGQwBlx7rQUjS4eJIY0u8st3ZPE8Cnh9XrxD//wD1i2bBl4nofT6cSGDRsAkA1q8jvW3k7GhCl2h7QmyTS8th7zOXlu9IfIWNksioJ7zjNkDPT7/TjccQyVdU2ICEakjwJkzTeSZESaVteEv1uqzZL9n62kLxiGQdwZwWVL1a5Ob21dD6aOlO9yN2HBUm22y76tDwHRAJqbE/NLOETG8AaPU/h/i/QdyxxRXTe6eo+Deo0tGqVEw1IyAlwXIlHBQJS0zJheoxinePPX9DQQWVINM4gRTDQkBU+TZ+P0QIIl1TCjCTd/Sd1fv36VGIhYlsVwMIxfvqZtMDo12IUJPgqo7WUqkD1EWJfB1DPYhWmgYwcxDINjgwkdyr4wGeM9VfUQXb1FXaemamLIdAq6TuMnyPPTPUSv7cQwDCKxsZQC4U4mIcS/ePFi7NqVIFskGx9IWSMpNZucDOnQpupG3P3Z76vzvK0OIkKLfEbRNAM0a2cagkmuoAzKlU2QrlyipI1N0WgUXYP9MgZTMroG+1EpyMmKE/S3vvUt6f4TTzyRl3bmGsQCfRhNLmJpEVlLkR6yoekOFs71abbLjtu/oM1G+vkbZBEhGqUaXXaUCwapEcEg1RM0psdyKpjQbOKGyUvnnmaT7lUb2AOfDvL4zetkguwXyqoVyjod5OHSKEtL+0Q54c+YpmbsZLIoSHXizTAMKmwBXc0m96zcaB4ZOenV2xgpF6fDYbIwrm9oRn0DPZtHxPQZwNUL1df3vEL+7/frC38DkMS/GYYBygK6mk1MPUPdLoZhEC8L6Go2MfX0v49ssS8wlpoU7Cca0Bq3zAzNyjAMhpwBNCxVG5JOb5UbkcwAMepMIPYHTjtDYCLJqONE2dfV7iKxP9BHa5FQNxXlX1O71U68YP4JIa1rCLQJoDmDxKZSub71aLq+PfSQfFPQ1taGzZvJpp0YkgY1WUzEiETfLvlmmRxGNYsGJk+DYeaMzV0Lx5JFquvR7US8m2hElcGx5Muan49ufxmMp15K00SZM4Nhk2AtqQ1LPMeBjUaFtjtTajYxnjqprGTDUqKsPrDRcUOu6na3BxVL/kF1fXz7/6MuA5ALiedDRFzFKA0R41izRzgN8NSAZVnDAuFutxszZsxAf3+/TJ9LOYaLbKSxsbGsw2vrMZ9p2P5GUFnXhAs1DEmHBSNSvsEwjGbfZTIvMgwDhyOaUrPJY8AoRQOGYTClPKrrRlc7k/jPD5RFsewabXbQMy+1YUY9nZ+9su21WbCkaBCLxcAOdukymNjBLkzjzXVrU77XUT/Zc0yd7cR5aJEMuk3VTfjxpWpjJwA88ufU2k7ZGL1/9KMfyYxNq1atyrgss6HnjUEi2w2ljEbnZOgiGdMcbJH6BrHm8zdp1/enp+FktAOVKEGYQVNSajY5GXrDWnewT9JsOhMmbn31VdOley2Nbt3PFitK2thkFG63W2I3tba2loRVlRZNrqm4a/4Fmvc27O8AQF6IcX4Ed11+jjrPgY9RYWDwp2UjhYNxyaikxMlgHFU2Muk0uuz4weVqo9QTB8altofBpXSjC2K6bALrFdpVzTQL/6c/1VNOJgHhMy6hLJdBvSwaGDl1TaXbkEl9NHWaVVa6jRGN0cPv98NuD2Dhl7Tb88qrQIMBdztXLXDFIm0h7td3058UMAwDviyAL3xZu6w3XjZmSKKB2Yt9GoxyCc2mccFOUOFK3GOjLFXwhmIFMUqNaxuWAuMJg5RJICyp8ZRudEydYMwMDWuzmALDktthe8cRwdUOSDCzuqV85XGAt8sZTMngA0NSWXxoSJPFxHNDKm2udLC5XShf+gWN7/eG6lpPj7zvT548aaguYhixpRQIZzyzTH1/RDaVaFhKBs/1g43GBCZVP6LbXybXVWyqfkAwNonjqshsisVi0t+ljoRB6jnN+0aNUnGuV9JsigeJAcnumiHdg4f8TYTE1ZpWY9u3GGp/Jiwpredr9erVCHR8iJFtTwltl7OfYtwpwKPeZNXX12N8fFxXn+u22+TMhdtvvx0///nPAZC+j4WGVS5zpL6TYKP04cqLGaFAN97auh5hwfWtSnB9CwW6gTo617dCgGEYOB1RXTe6Og8x/FSUR/H3GnkA4L9efBDumZRCjCC6TM+8RAw2A0OnASTc6Xr7uzCjPv/9xTAMhmyRlJpNJwY6Ne9plRVGJKVmUxVDTmDSse9p32sa0OrbdQ+dkDSbzowQw3h95UzpXgvk7qoulwvBYLCo9Hvy5Y2R0GMiz29CjymI7tBp0+szE2qJHWJscgoGppZGd1GvnfVQ0sYmh8OBudNTazY5mHrZtaamJnR3d+OOO+7Iadu6gwmB8DPD5LS0floVuoOhjCPImdOuMWw48DF6w8QSL7rTdQfHcF6jMX/rY0faMafGDseEoPFykrCRToSMsZEIVTYuGZaScTIYxzTBINUTTLjRBQSmUZ3AEuoJ8jj/k/QnUKeDPJ76o5oBdTrIo4ahZ3nQWtA/CCZCQg8I9SUznETa7QdH2zFzOmATunDgFNlU9mpE6c5Wt8Hv96PjaDvqROO9UGdAqDMwqP6Oes+DKLruEEaUCUEqquMoKSs6QX5nM10UBgYSbnTJrnbivYYkdzuRxZSMwQGAL2Bku1A/YTGFhbZXVSeuo173YwWH+rSePBPNSe52LMvi/Y52VAgHMBHBXnesjzwP4zrEIj3EAgmB8Jhg3CpzJe4hvX4rANGoE0TZ17VPhmJ/4BJGHRoEkgTCg0JwAJdTuoe6JBc5LRZTsntcIMmNTtTQc02R8tF+R9L2JAOpS+ljwCMWiwMxPqHNJL6w5QITMmq+QYNlWfAch+jmneo6oxNgo3IDrc1mk1HCbTb5eMk5oKvZJLpx8tyg5EanjGzHc4OAZ5Yp380I1O8PaVezyGby1MvyOBwOlJeXY2JiArW1tZgyJeEuYeaBAYkEGJLSfJC8aDaXS7oPEF0mUbNJmYfnAoCnTqOsQSHfdKkslmWBaDSh4SQa0cqFSSRKjKRE/DukyWIiwt9jan27EJkXmwUDEzwJbQ0iJK42LBkVEU+wpBoQ58lm5v2+oFAW/YZG/Tz0Cm0XJgRPNZqbm1W/dXc3MR6vX79eKif5MOro0aOycg8f1nHR1UEutSazAcuyGAqFJXc5JYYE8e/kZ8IvjM2zBdc51LVIz8NgKEzc5TQwyHUBUXpWTD/XJQmEDwXJM1DtakA/14V6QdeJ47okzaagkMflapDueYR8Aa5LcqNLzhfgulBHqREloq+/S9JsGhQ229NrGtDX34XamS2qZ7B/mPSXyGaaUZ/or6HgiGbkuTP9XRiJVQrr3YQBqF8wXCUznMT3fygYllzmknFqoAvD8SqqtVlFRQXqK+ek1GyaNiszGm86t2RlMJLVq1dL74Qo6q1kMInoHkoIiXce6UTTNMHdLkraGumOoHuYvONqAwQZG51zyFzQgvNUY8TExASqqqpw8uRJDcNVjyQQfmaEjL/1lR7pXgvOI8LgAxxW7FqNOJ/Y09ltdsT5OGrLjLNr0ukPdodOSZpNZ8JkkVhf5ZbutYCO2QQATTUNWPP5b6uuP/Sn3ybVdwYP/elpob6E8Ld4rwV0zCZAYCMJmk3abCQ6o1ouRNdppEu6g/1o278TZ8Ihoe010vWWRkuzyTAcDgeam5tzymrSF/+ebTiCnJlIrldsU0UjuXZeY7IR6RCahA2TM0YWgOM9HwAAusUNFYA5NXbc8fnEwlfEv/6JbJQYhsEo35/SjW4qQ7exU/bZaaH9VQLT6HwD/arM1yeUVcM0o8bg7yMaiBoUekzBU4dwWtBiUpbHCfVNn9Us/D9hsBExQ+NgMbmfUuk2SN9rkLjMDQq6wdOnJa67Z6npzq4UdXYcbYd7BiDOOX2nidGAG0jkdZQDbp3ADNwAMDw8TMV2oVm8Kvs0LLjaNTQ0C/837m6XT8hcd4ZJ22fXC9fqi5v1Q3uqF3YEMPc6bZ2lrm30BmnVZiwoGLfqRGFt8/uLGKWGdd3omDqGul0ZCbhLZZ0rKwsAAs6ormYTraGsoqJCpSunbIc4H3COmK5mkxFtLpfLJVu8j06Qv6c6KgBHBVyCwULE5ZdfLhsTFyxYQF2X2P5kJIyigoHJMysnzw1xkdN2o2M89YYWk2Le2267Dd3d3di4caNs7ZIQ9VZGtiMGCyM6Uer+IovOZo8H8Hg0+8ofCgp5BEuop04n36CQzw14yMmskmWs9wzS6GHQ9qnZ2hp2dwMqr1NvaEa2/VYjtzaMuC+3d3yIMjd55+I8MQwf7htGjDM2zzEMgwHHiK5AOOOpJAL9HcdQ5p4NAIjxxPBwpI+8tzHOGNOQBizLYiQU1nSZGwl0g43QG37MCuZDC5X7v6DtVO9xoN6jNugAQEjI4xGYSh6dfEEhX53HgTpPi+rdMdKugSFSVu1Mh2RoMvP9UXkFCAfbrgaH8P8WQ2uzU4PdkmYTN0wYau5p9dK9Mqc2i1wLPcFuSbMpIJRVJ5TVE+zG+Qwx4hl1S84mGAkANE1rwl2tatfRDQc3yNojItUY0XnkGJqqZ8M5Qfo7coK8r91D5H1V70/JHs85hxxKiYarcDiM0dFRjI+PA/GkPrbbMLWiUjVf0yCV/qC6XWQOc86uFtpVbep8ra6PE+qbLtQ3PeM9ZcRPNkZOwcDU0libszX9vHnzJG0+APj0pz+tm5dGuiTiJweQTsHA1NI405S2l7yxqSuY0Gw6PUw6qWFatXSvEjHTNri0yHc4SOKuNiK5yynRFRxBlY2lZv00uZy48wvalsyfvtGbqDMUlwxLyTgRiqNK8Mk+meRG1xcmG0xPFdmAngzGcV6jKLYX0MxjA73AMS3M/n0aptvwv69Qv0r/+fqEofpoJnLlaWNZWRkmJiZQXV0tO+FMHhwGhfxuwbjlnmXcEOOeASy9Wm042LqH/F4Mw8BhD+CrGnkA4MU9cYTCZeg42o5awSAlGq56BcNV/4DmRzVhRDzbZg/oajbNamCkKHN67nLJkeaC/YlodMJwg2nVRNeJMcBGypXr2+nTp9Hb24vnnnsON9ygLbybD7Asi/GQvlFpXHC1YxgGkUAiGt2EwFoqd5FodKjLwXgaSNJsCgrsGleZdI+WQWTkGQyEhIc7KLA3XaIB3mZofFu9ejUQENzoRC0+QasPgWGgTjSUTaB8qXYE0Ymt7+L8uibq+YDnEm50fHCEtNpVSaLRGYhOqIwIm+53XLlyJQ4cOACe52Gz2VR9xHNBSbMpmbXEc0HAY+6cYQTERW53Sve4dEjHYgESC0SiEfUVzXKi23dQtzuT/qLt02zK8vv96HdM0dVsYjz0B4cJIXFtNzrGo3NaUiQoczOouu6fVdfD2/5DlvZ6vfjDH/6QVV3KaE1lLvnLLkZryjcYhsGEM5JSIFwU/6YpKxhKsHCGBXe7aYK7nU0Yn2mQ7/dn9erV6Ovvwn+9qGYsAYTN5J7ZYnrwo8GyKG5arGYRPb2rDdPrHYbmxZA9oisQXtPgVG1yewVtpGqBqVQ9q4X6GVQfWJOyRNe585kWhMNhQ/vFVPtGpYh47wh5tmZWinMA/bNFi+R3VmQqiRDfVz2tMTOYM1oMr2Sk0h808zkl+9MhGYtJRFfoNKrYsKn9UKi1hliHqM1ns9nwyCOP6LaPRrpEL48YrCVTlLSxqaKiAi2f/KSUjvjJglN0nWth6sGyLDqPHsVcwXffKQhQR1kyMHcFDexwJxH0NqXEcBWRjEpKdAcjqLJlNrhHhYFoqoJNlYwJIU9lijzFBEIF5iXDUjJOD/II8/SLMYZhMGAL4FtXql/L3+2dwIxZjMpdLS7slYeCHDpCnOSu9swzz0ifTTXZO20BXK8hIg4Az++JoW4WI4TOTRiWksENAFHBFY0bIEYlABD2WRCjenMDgMMJ1M4Arv2S9knUzleLM4qCCNXJv8BIYuqbwdRnHuXHTPT2kvf2V7/6VUGNTbRIyQ7KAWOJlo3k9/uBQIRoNgUFtWmXoH8RiFAbpJR1Jur7hKy+7Mqaq267SdBnB82RRSfMBNFoFN3d3ejv79dkGrvdbondtGDBAlke/XYxgEfNOssX5GLjqd3jRIRCIXz88cd499138bd/SwyEtIylhEaUtlGJCHuXvsZTnOvD+Pb/h7jgjmcX3PHiXB9gwNhUyhB1lpSGJQCIcaxhnaUY1yNpNsWDxJXG7vIgxvUAnvNSfTRnYBgG485xXYFwpk6bJZ8p1OOIEGlUiDTH6DCNigHKdg0KjCVRp8mt4R5XaqBlUQ+fiiAdaMs6dqQTjS7i0lYeI8/BSA8pvyeoHUFOC2q2CymjYg4pUxQS379/P8JDYYnFlIyuJFe7UoAew8vn85HvGQ7LmE1vvPEGurq6CuKOW+pIPpByOByIRqOYNWuWZnTfYkBJG5s8Hk/a09lly5bJ5CtE1pOEAoUHNRNECX8spUC4U2FBz3ZTmsxG6hXYSDOr7LL7uTzpKWWk2mT1DhLD0oDg+ia60/UOAjME7w9HOTBTx5VYS9spFQKDxKgEAAI5QHKnCwwCdZSSJsqJNSS4tXkEtzZPg/iehY01EMCJEycwMDCAJ598Erfccovhzw8OJDSbktlIgwPArIZElLlUAuFMPd3zvHr1agT7iRA4AJUeU7AfaMxQjynVc+Pz+fDGG3KR5WRB2HyDYRj0hxI6ZRGBseR0yfPk+0TIiBabiGzd9sxksdGUlWA/vUsuCGwkSbtJYEAZrS9VnQCdLkAyenp6EA6HsWnTJqxdq623sXLlSgwODqrKKORJYipk8luLrKUHHnhAxkYhjKVrND8T3f5Stk0tGcgNeORwsFk0MHmMuycQIfEtKUXEaUC0pIY0Xebi3GmwUeNzXb6gNrKQDWCzpxLwnCfdH3SMonrpjzTLGNr6KBhPdu5DWhgJdOPw1g0YC5I16hTXTOk66sw1ghXrOEKDQrX9TH8Xnt7VphIRP9PfhekGRcRPD3Tj16+2gRsS3OOq66XrNQ30ZbGD3VI0OqV7HDvYjfNn0ZfV6GrCqsu1RcQfO6Ct7aUFIx4N47FxdA11AQCicXK45bA7MB4bRxXojU0Mw6Bz8BgAtRaT6CWSC6Qzauzfvx+BQEB1vb+/H/39/abruZJIc0FdzSYnY9wFsNhARNA70OSqw7QyJ1DmRM04EOkJoFvQCC4m3b2SNjZZSKA7OCq50Z0JE1eN+qoK6V5LkvRIqiglJGLdUEo3ugpGfnIsMpamzBbYSChuNpKZUIp/9wvi37WC+Hfy4C6++MeOHcPExARuvfVWLFiwQHrRk/usX+jTGYLr24xZiftDSfUp9ZiMTCjK3ygo1Fkn1FmXVGdIqFPJWBK/I83EumzZMnAD+gwmbgCYiKsNvwMDZFPw/PPPGzY2qRbVghFsVkMzZjUkmCDB/oQbXbJBCjDmIqfHfmoU9JgaM9BjSvfciBANyCKMCsKaCRoR8WIeIwoR4c8s6LO3yGltsrGMlv5uBDSiqh0dHQgJmkD79u1LyW569NFHM25LMcPn8+Hdd9+VBFPD4TDWrVuH++67TxJTj/yf/0syawi4s9EJDSFu8rfNVSNcMd9VwwiUz5fP59N9tvSM6Wa+i3LDlbaIeLGC/NaJIANxYU62u+qk+7SgPTiJcScxtJW8fzGB/SS608W4k9QMKJ/Ph927d2NkZEQm+g8Q14/KykosWrRIwdwkTJBzRTZT3XnSfD0c6JYEwkcE17dKwfVtuMgjzRUz0s0Hyb8PJ4iITxdExKfXy5lURsrqE3Sdahqcwv/pWVnKfGcEBpEoCn7+LPqyWJZFP9eP27b9k0wUGyDC2DwfR63NXCbl/PnzU2rXZcp8ToiIE4OwqMVUCLhcLgwODsrEwe12O+x2Oyoq1HqNZqA7dFpyozsTJmN9fVUtukOn0YLSNzaxLIuxiSi6ggFEBW3lsQnym49PRMGyLHmeAxwqysk7KuY7dqRDls8yNpkAhmHQKURMAdS6TrDlztqbL+gKkjcSV40WhStauigl3UludL1h8nDOrCqX7p3XWPjNmCiItmjRIuzerQ4zbQRdXV0IBoN47LHHsGrVKkOfVYkhCn3vmtUM1yz1/Wg0KtFIOY7D2FhC84qmT5W6J9yxYxgfH8ecc/4GDocDtRp16iETlocWY8nIBDYxkRAVjwn7p7KyxD0lNm7cKEsbZTfRfEdlnya7x5H/m9+nRpH83PT398ueG7HebDU6jCLVYrKUT4xLHZn0fVlZGUKhEIbEsI5Z1EtTX09Pjyydit00mSGymkS8/TbRxtIXUxe0aBxOuFwuDaMu+f2aPcJhkSdzcc90bo5GUFFRgVAopBq3kiGuS77zne/g+eefz6q+fBiuiPGHBE6JB8lmxu6qld03E+rfmhhZmj3TAM/5uXc5DkWF+gQ2k8f8zWsmayDRKNWkiDRnIXPouUNl8v6YWVa6crItSxx3x8fHpYjQImx2YErFVNMNI8kRJJONTpkc+hR6X6YH5TubTTlGjdYAEPETw7xztgstUM+bhYKWCz0tktcI8VGyN7BXEKPS1AoHXC4XgsEgKsodmOvSjhzYFTQYFjoLTHpjk/qhI9RmB0Oony1MQ9E8eJnCzMFWz3CljFqXK2Tz8mWKoGCM3Llzp2Fjk9HIQv/+7/8uM/aVlxt7BZUT0/j4OOLxOHp6enD11VfnxEJtZAJLZuGMj4/jtttuwwUXXACv15v2BEf5t8/nw9atW2XlZ8JuSodiN4yIz43IbCorKzP83OQS2UZisVA4iM/+1772NQDAmTNnMlrgnj6dCPUuLoC+/vWvS9caGhqkBaeWYXTfvn3GG1/i0OoH0aBsVEydJh8ti42WSUkD8TM//OEP0d/frzIyivV1dCSCmwwPD+PnP/85br/9dsP1iW3/4IMPEI/H8b3vfS9n86KcJUU2M80eYSPqMZNtpF8AACAASURBVH9DU6wux7RlmfUbFPt8XcoQ+5bjOKxfvx533313xobmYtKLoYVZRpFsYMZ6KtlwZQZbudSQift/Ifrr448/BgDcfffdeOklY67xyc9qyuiEgwnm85kw2evWV5F5KpeulUoUz44lR7AmJmPIZX/RnJSKL99dd92Fl19+WXXf5/OpFuiZspt8Ph9ee+012bXvfOc7eOqppwyXRYtXX31Vln7llVek0J9GEY1GJVpqulPjbGF0QI7H44jH4+jt7cUFFxAtsbPpXTTSXz09PeA4Dr/97W/x7W+rfcyB1CFjC4WzafFiBowsAEdGRnD8+HEcP34cn/jEJ3LaroMHD2JkZESq16ihPxgMIjwShhS1QBBJDEeFyHvRCcmgX+wws9/NODjJxUKYZjOTjkmZnC/dnM5xHN5//30AhJGslVfJtt69e3dGxiaxTfmYFwvNIujr68OpU6ewc+dOXHvttXmr14J5MJM9aCa2bNmC999/H1u2bCn4OmOyIN1vbfZ6ajIeAppptFYi3/118OBB6e9YLJYTgoWaPEIMT85G4grd0ujJG9lm0hubMkWxTgLFiA8//BBjY2P48Y9/rBl2UcSZM2cQDod1J7Dkly8ej2f88hlZoCs3QUq3BqNItwBUMlL0GCo0E9ODDz4ouxYOZydISmP0SDcge71ecBwnfX5oaAjf/OY3M2pPIVzDzAbNBMZxhMq6ZcsW3X5PFTK2FGCNpwS0C5oTJ04gHo9jw4YN+NWvfpXTNinHkXXr1uGFF16g/jzDMOAccZQv/Zzm/Ymtb4LxyE/PGhsbZSyX2bNnG2hx7mBmv4sHJ/fddx+2bduWVVlmLIRpF+lGmJQnTpxAOBzGY489hgceeEAzz0MPyUV1169fLzPKaI3zMdHH2iByMS8WK06dOgUAeOyxxzTXGmVlZbJ+LBP91XMEM9kUZpVVSNYCDU6dOoVwOIxf//rXuOOOO3JaF61+Gsdx2L17N3iex65du7B8+fJJNWcX6pn46KOPMDY2hnXr1uHxxx/PaV25NMpMNtD2kxH9QZqylHNeJuym5HYB6me5mA74LWOTAjQU8mKdwPLdLrE+8eTwvffe03wBRZp8fz/RNXjxxRcxMTEhO7nUevnuvPNOFWPJiAGCxjBitjFDXAA+/vjjmgvA4eHhlGmA9AWNC8OBAwdk6f3792fT9JRGDyPP0JYtW2RCgGfj6Rhtf23evFmW1jP0LV++XHoX7HY7li9fnn0j84h0huZihZkbKJoFoM/nw6FDhzA+TlhBXV1dePjhh/GTn/zEcH2084HIatJL05TFcyFMbH2T/B0km3ubq0q6B4+8vDVr1mDlypVSOlO9JjMXgBs2bDCt3999910pLW4w7rvvPsNlmenWYgQ0TEqO46T566233tI1JIusJhGi3mImoGGLKefBTF00ad6fQqwFfT4f3nrrLdk1rYO+trY23HXXXVJ6/fr1OWuTCDPZAcVallngOA6DgyR88J49e3DzzTdrRpnVkyXIFOn6gmb9NhnctPL5TCTrsx49ejTjQ7di3XueTUj13Ii/j0jAuPXWW3HRRRdR/T6ZHrCka1Nyu8wcR4zCMjZpgJZCbqZvbb5p8mbhww8/lKX37dun2fYzZ85If/M8L9NoMBuFGHiVC0Ce5zXZTXPnzkVXV5csrcTY2BjV86cUyFOmxXbRPFu0Rg8a5NPly6gOSbFN0s8++6wsrcducrvdWLRoEXbs2IHFixfndMNpZl/RGJoL0S4joJ3IzWrXiRMnZOm//OUvWdWX602bSMNmWRajo6MYHSNCwlNt45g6dSqYC/6Xiqrd0tIisZtmz56dtcsazQIwXX+98847srSy341AZDWJePPNNzMuC8i/W0s6JqXP58Mrr7wiu7Zq1Sr853/+Z07bJTKPH3zwwaxFxGlB8/7ke4wQD7VEvPfee6o8ra2tEruprKws566cZusymVFWoed3Pfh8Puzdu1dKx+Nx/PjHP9aVcNCSJTAK2r6gXb8VowGPBvl+Jnw+n4qx4vV68fvf/z7jMku172lg9vrTrLKMfCYSIUELuru7cdFFF2mWlY7okItx14xxJFMUlbHJZrN9GcDjAMoAPMXz/MM0nzPzBIqGQp4p7S7Vg55PmjwNaNqu9cKI7Bhlu3bt2iW7lmx80iurGGDkN1QuALXYTbfccovstDH5dF+E+Mylc2GgdUWhWQgr+z6VS1c6FMLli/b9MWNTWigsX74cXV1dWbGa8j0mAXSG5ny3KxcTuVljuPJd1IsQR8PcpIHH40FfX5+UnjlzpqGylEELWJYFQNzrUr0/a9aswerVq7OKQmfk3UzXX8p+1ur3TOdFkSmQCWjcWsweu2iYlEpWbrJIfC5w//33S/04PDycMVvMyLufDkb7N1djhB7a2tqwZs0aU1hNxbbBzfem1OyDLZHVJEJ5yADQyRKY/e7TrN/MMgYWq2HBbCgPjAcGBjIqpxi+S75QisxGr9eLzs5OaV83Pj6OxYsXZ1WmWXOGWfImmaJojE02m60MwEYACwGcBPAXm822jef5I7RlmHECBZjPzEhVZyH8RY3ArJe0WDVnbDabjBFks9k082XikqfFNHrjjTdk6QMHDqhOHGmfPxpXlEL4bqfbqBTitMHMTWmh3kW3241HH31U9/5nP/tZKXQ6AFx22WW6ec0Yk2hAY2guRLto6qOF2e1Kx340u75169bJxhE97Z10MNqulpYWQ9pQmYK2XTSsUxH53HgbcUs2q13pmJRGDB4/+MEP8MQTT0hpoxFfRSiZZn/+8581802dOlWKiAgAlZWVuvnyBZpnMBeb5dbWVs1AK3p1as1lxb7Bzfem1IyDLa/Xi23btslcZ+x2u2Ze2vffrH4ohMu+mczAYjOKToaD9HzC7PVnvvHTn/5Uls5U/9HstqcbR3L9PBSNsQnApQA6eZ4/DgA2m+1ZAEsBpDU2mX0CZZZhpFg3RzQwu+00E1hra6tMJPzSSy81tQ1auPzyy2UaDwsWLJDdN9IPNIYrZfQ7LUMS7fNnliuK2ZMhrctXMS4KjMCM9t94440yV7psFnarVq3Ct771LVlaiUJMvrQnpflEoRdUqXDnnXfKjD/JTMhcoKWlRWI3zZw5M+fR74oVNP1eiOeG5vAhF+1Kx6SsrKyU6XvpGXWWLFkiMzZpaRlOmzZNxpSqrq5W5YlGoynTIu69917Zb6dkPxXzuw8UZl4strmYBvnelJp9sHXllVfKohNfddVVmvnSvf9mP8/5dNk3c81V7O91saIU3/1iRvKBlVa6UCi0e2wxGZsaASTzSE8C+Kwyk81m+x6A7wFAU1NTThpSjGK8Zg6kDodDtlBzOp2mla0Hmglsw4YNWLRokZRua2vTLGvDhg2yxaTSkmwEK1eulBmbsunn73//+7JF9W233abKQ7PxNvL8meGKkguk2qgY6WO32y1zzfR4PCly5wdmvosrVqyQGZsydV0ESF+J7KbLLrusaCLIFON4WsxoaWmRWDZz587Ni/Fn3bp1WL16dcaspsmAQvQ7jQtjoVjB6ZiU99xzT0qjTjJEdpMeq+mRRx6RGfr+9V//VZVHaZCaNm2aZlmtra0Su6mystL0cNK5gpF5xaxIc9YGvXC4+eab8dprryEej8Nut+Pmm2/WzFeI998Ml30zUerP6YoVK2S6qN/97ncL2BqCUu/TYgUtQ1qUSklO5xLpxpFcPw/avM0iBs/zv+R5/hKe5y/J1cZTNIzYbLacW/YLAeWGQhkq2AiWLl0qS19//fW6eZcvX46LLroo5QTW2toKIDWrScwjIpvFpNvtxvz58wEAX/ziF7P6rZcsWSKxmWw2m+YJ7vLlyyW6tN7G28jzJ7qiZLsxcrvdsnS275a4Ucn23fnd734nS2/ZsiWr8ooRN954I4DsWE0iVq1ahYsvvjhjV5VcYLKPp7nAnXfeicrKypyzmkSYNY6UOszqd9p5cd26dbK0lrGPZs4oBFpbWyU2UzqjzpIlS7B7927NOREgz59oPKqurtZ8DtesWSNL33PPPbr13XvvvbDb7RlpOpUCfvzjH8vS+RonLJgHt9stsZmuvvpq3XmxEO+/Wes3CwTiGk/EDTfcUKCWWMg17rzzTllab2y+4447ZOlMIt8aQaHXEcVkbOoBMCcpPVu4VhDQGEZKFa2trXA4HAAIqykbY82tt94qS99yyy26eWkmsA0bNmD37t26rKbkfHa7PStWk4iVK1fi4osvNsWy+/3vfx+ANqsJoN945/v5K2ajjmgIKwZWUy6wYsUK7N69OytWk4hiXSRO5vE0F7CMP4WBWf1OOy+KLowAdF0Yi9lYe88995hm1HnkkUdQWVmpyWoCyLpFNEhNmzYt5bpF1CoqFVaTUVx55ZUSm6msrEzl/m+hNHDzzTfj4osv1mU1AcX9/lugx4oVKwAUB6vJQu4gMqQBpGRIX3nllRKbqby8POdjeMHHEZ7ni+IfiEvfcQDnAnAC+CuAC1N9prW1lbeQGd555x1+8eLF/P/8z/9kXdYvfvELfuHChbzP5zOhZZMfgUCA/+EPf8hzHFfopshw44038gsXLuSXLVtW6KZYsGDBQkmDdl48duwYv3TpUt7v9+vmKdY5I98wc91S6njttdf4hQsX8n/84x8L3RQLOYb1/luwUDqgmdN5Pv9jeDbjCIB3+CxsPDZeI2JWoWCz2a4F8BiAMgCbeZ5/KFX+Sy65hH/nnXfy0jYLFixYsGDBggULFixYsGDBgoWzATab7SDP85dk+vliEggHz/M7AewsdDssWLBgwYIFCxYsWLBgwYIFCxYsZIZi0myyYMGCBQsWLFiwYMGCBQsWLFiwUOKwjE0WLFiwYMGCBQsWLFiwYMGCBQsWTINlbLJgwYIFCxYsWLBgwYIFCxYsWLBgGixjkwULFixYsGDBggULFixYsGDBggXTYBmbLFiwYMGCBQsWLFiwYMGCBQsWLJgGy9hkwYIFCxYsWLBgwYIFCxYsWLBgwTTYeJ4vdBsyhs1m6wPQpbhcByCQ5qM0ec6Gskq57WdDWaXcdqus4q7PKqu467PKKlxZpdz2s6GsUm772VBWKbfdKqu467PKKu76rLIKV1au65vL87yHonxt8Dw/qf4BeMeMPGdDWaXc9rOhrFJuu1VWcddnlVXc9VllWb+1VVZx1GeVVdz1WWVZv7VVVnHUZ5V1dv3WRv5ZbnQWLFiwYMGCBQsWLFiwYMGCBQsWTINlbLJgwYIFCxYsWLBgwYIFCxYsWLBgGiajsemXJuU5G8oq5bafDWWVctutsoq7Pqus4q7PKqtwZZVy28+Gskq57WdDWaXcdqus4q7PKqu467PKKlxZhWg7NUpaINyCBQsWLFiwYMGCBQsWLFiwYMFCcWEyMpssWLBgwYIFCxYsWLBgwYIFCxYsFAiWscmCBQsWLFiwYMGCBQsWLFiwYMGCeTA7vF0+/gHYDKAXwPs6921CnhEAYwD8AG7TybdRyDMq5Funka8CwO8BdAIIA9iTIk9UqPcINMIHCnU+CWBYqPcjAJ9T5PkbAH0AxoV2DQNYpVHOvwv5xoS2/Q7AFI12/Y9Q1giAB7T6USirE8BhAG8BOAbgFQD/V9nXAG4AcBIAD6AbwLe1fhMAzwn1jgt1aJX1IIDjwncYAfCQTlnfFtrUJ9S7RSPP/QAGkup8VKesLwM4g//f3plH6VVVaf93qCRAIJCEMRCGMENQEDCCQpBBJkGclkaxPwUbtUEQaVsZlMb207UEv0abFhxAQJFJBqUBFRAiKBAgQIghoQhJJSEJmeehKhXO98feN/e8u/atoB2lW/azVq2qet/nfc6+zz1nn+Gee1/o0t/PO5xbtT6s1nM6q0HrLD1HnerJ3Q7nAPW2U8/lBcDDWkcmoHUT+DBSv7r0WPdv4P2namU9Ro9zOTBD418O/HsD7ybldOp5+KPlFP5X3rc7Otb7HzWUV3o/D6k/lmO9f7VBq/R+NvC0w7Henw08CYxT3teL41ulcT0PPOVwPg8sUA8mAyc3aD2mOp3Aow1a1+qxdwLL9Fg8rQu1rEUan8e5HlioWquBDoeTkLrZpT83NWi9WJzDRfpjOcdoGVV+urBB68fUdesBoA/QBjwL3KOcYXquu9SHMxyO9f14fd3ySt8fAfo6HOv7Zxq0Wnxv4Fjf/6mB90nldSF55FyH8ygwTbW6gbENWt8uPG0H9nA4RwMzlbMEOFHP13jgObRfQurcSo3rT+qL5Xi53tOyud7T8nK9p2Vzvad1KT1zvadlc/0Sh+Pl+ia/ylw/y+HYfHMecDswCZgIHKaeTtNjm4H0BwMdnvV0F4fjeeppWU93cziep56W9fR7Dsfz1NOynh7tcKynl6jn1c9S9bnsP8vzV3Jsff5Kg1bpfXuDlvX+6gYt672nVXrfhYwhWjhav64q4nqyobzfU+eIJeqv5Ryo/q7WnxsbtL5anJ9nkbo6AamPNwObIDl8EnUOvxj4osP7lXKyngeP83OkL69iv9nh9MjhDVq27/Q412NyeAPP5vA7HU6PHN6gZXP4Nx2Ol8O/oJwJ1PXB5vALHI6t8zc6HDtevLShvHK82A58zXKc8eLZDVp3qU+d6tsPGrTKOv/7Bq2yzi/S47UcW+f/s0HrqxpXRurNFvr6YGQcU82NHiri/yO9z5/akXHla8hYZnrBGYTMLZZQ55JVwO+ABx2tmcqpjvVpR2uuxjNZj+MBE3uptVa15ivf05qB5NZOPa9eXPMKzlIt92WjNQ+pXxXv6QatqepHdYyT1btDaJ23Xkbdx6yoOMX8dp56tRZYTD2/sVrTNeZqnjzd0VqoZS1T3lSkPlmtF4ExSB/UjcxfrNZ8fa3yYXZDXBOBx5H6sErLt1pVvaniyhqbpzWLetw+t9RSvX5I31fVr4eAfs46hm0Lg9a7brM+wv/EH2AkcBDNi00nqUkHAYcik712YD+H92tgc+U9qZXkUMM7C0mE5wN/AGY5ZVacDuBM4NZeYnsF+MeizIENcSXgnUhHskvDMU4FjtS4bwM+ZXjf0EbSH/i4Vvw9jI8dRXk/A6br+xcgnX+L1xr3DPXiKGTAdVLJQyZAs4A9tQLPBe5xtAYiCWk3pGOeD/yD0RqsZeyPJOA1wChH69tIIh+MJLemuGYiSWdzZIJ8tqPVVsR1hfpm42pDGuXpeoxTkAZttZ5RLwYjE+fFwJH63gCkbu6PJNXLVGt25b3hHabej1D/Zzla+yETgir+y9XXDzllTlFOVeZvHa3ByGDgd+rdLPW35FjvpzUcY+n9BOAMpzzr/dyG2EvvpxXnpdSy3i8ChiqvL9Ju3ol0gOeq1nzgW4ZzKPBBpEPo0HP8MvVApOIdpz5WPiwHLnS0dlHvByML3gucuEYh9fMwZHD7mlPeocigrQNZWB6mum2G83mkM9pK4+pwyjuuiKmK/QtOeZOROjgY+GfVtVofR/LWcI1pIZLzzkcGrNXCyC+RCetg6sHBxYbj+d5Waunnre//7JTn+T7IaO3n+N7maFnfm+KaC9xCncf2dLSq9wZTL1jbuAarp4fqe/P1vZKzkfowUeP6D9XqALY2g4XFwNdVawEy2FrH6SXXTzdaXq5f5mh5uX6mE5fN9a84Wl6u9+KyuX62o+XlehuXl+s7HS2bbzqBc/W9furBcI31CfV3HNIO/rHgDXY8bTecgQ2eWq1dHU/vcLQ8T2924rKe/trR8jz1jtF6Os/R8nL4oOK8vIq0P9t/XmM4u+DXZ0/Leu9ped7vZ3hvdbzf3dHyvB9kOMeoX/toXBOc8qo8VPXpc4ErnfLu12PcDXgfki+92FcjF1WqHLEY2FR5twGfQiYnc1TrR6r7iuFdhEzC9tL3piNjV6v1Eeo8eA8ySRxiODaHL0L6f1uezeFeeTaHdzi8s2nN4dOQOmS1bA6f78R1Nq05fKF6X3LOoGcOX4BMrvsjF20eBA6mNYcv1jJLzh601vnTtfwdDMeOFxcgE8lSay9ax4vV4r0trxwvzkDyxQtO7IuQxapByrOcPehZ56vFEBtXWecX6I/VsnV+paN1MFLnv4LMq7qBy/XcXAZcoH9fiPRxp+ixLkXGDU3zp4lIe70OuXD6IrKAeAHS9kcidWgpMu47EVmIuMvRWgKM0tcnAcsKTqV1kB7f08B9SHv+iaO1GqkXSc/tTxytkUg7PFvfG/864poCzHO0qgvlo4Bt1N9fOVprkIuVCZm/TwRGI4sn1fG9hNT5TwDH6vlop16IGUk9tr9Gy74FWUi1WouAb+rnbtDPjHa05mmcQ/T8/NjRWqLHdzuS537raL1XPa38aoprHpILDkAu/tzgaFW8C4C3qCdeXEuBcfq576lfT9C62HQ2kv9GAduq7lnlGMdpCxcA37Yc+/O/8ja6nPMjSJJuwqnAj3POz+ScnwC2QCr/jg7vpznn5cobCGyKrAxa3n1IBbkU2DqllBzODfr33cAxDgfkKkM/4Fotc0st04srIwO6tUgHYTm3I0lyvMY+CEmmJU4B/phzXol0ZAOQyVvp4xZFeSOArpTSED2eQ+jp9TD1oxupsA/ocZS8EcD4nPNLOecupMENdbT2BSbnnKcgV3QmO7zjtYxLkYnVao3Zau0OtOecF+acF/USVxvwrznn5Ugj97RGaCxTkSumNzpxjUAS+ko9xjFIIrVa+wD/lXNeiFzdy0hnT855GZJIj0bqxRWqdR1wXM75GcM7Bbgv5/wk4v/jjtaOSMKrfH0MGeDt5ZT5Us55ipY5Tv2yWscjdfB8pBN4ADjBcKz3v2k4xtL7G4HtnPKs9z9tiL30/jH1w2pZ7wGO0N999Wdf9f4q1fqFlltyMrLj8Gf6+nSNcbjhjQDuLnx4Xl+zWu9UHxchCwQvOXGNRHYIfAvpBF5zysvAzkgb78w5T1WtEYZzHrKwsUDj+q1T3gjgAfVqrb62zCmvP7KTY6H65sV+ODIImlDE9Dkkh14DoPnxaGSwsRDpINcAH6s4Cs/395ZaSB21vh9rODT4/nHDO9Xx3ZaH43tTXABf1WN8AFnUs1pVjutWL+9x4joeqfNZj/FlZGBfcrZCzslPc86dSF1OyKSlRBXXD1TrPuS8Wni53vZXXq635YGf622ZXq7fxNHycr0Xl831npaX621cXq73+vcy3zyE9M/zAHLOXTnnxUh/U11h70YmvCORHRuo/t60evoQMsm+1mhZT6c6WofR09MjHS3r6e+RyZ6Nq/T0LuAdjpb19LaGYyw9fUa9sVpeDj9Bfx+DtIPt6dl/nlpycs7T8Ouzp2Xr8yGOllefTzVawx3vj3G0vPp8guFcBEzIOU/SuG50ytu+iGmNetLplLcFMhmcAmzWS+wJuFdjGo2MRzdNKfVB2shs4D3IJGaK+r7a4e0OXJ9zblfvp+vrJWcWUreqPuhppB96r+HYHD6loTybw73ybA7vcHjVvKHK4Y80aNkc/qAT14605vAOPYaSs4KeObwPMDXnvDLn3I20zfM1riqHj0MWrUrOB2mt89uqX0cajh0vLgUWG61zaR0vzgI6nfLK8eJapI+d48T+MrJreBGyaGI5H6RnnR/TEFdZ5zdBNgRYLVvn5zha5yN1/jJkEWk5Mh6B1jneeD1v45E51b36ftP8KSF1exrSrr4LvF85788yFxut5/92ZBFgY2Reh9HaTDno+xsVnEqrDalD1yELpf2QcVmp1aafXZxzzupbX0drpMb/Q31vi9cR13bU86BSa4WWcTvSNrLqeXFVc9J/R+YSfaFl3jpAX7sl5/wgspi3vWpVvFl6XI/py99D+kOMVn9kMQpk8WRTiv690NpC49wEaccjHa3NkPn6VGSBc1cKKG+JHmPlV1NcA5H8NA74DrJwbLWqOfwNSF29oSGuTYE5mmd+iNSvblqxH7A1cHvOubpI+Q/0RNkWbkDqcq/4X7nY9DqwI7JSXmE+soVyjMdLKbWllJ5DVryfzTl7vM8CX0ZOzhpkUO+VmZErfQOQq10Wu2s816WUnkUa3O69xD8K6ZjtQtmOyITqO/r+MKA753y/4W0GDE8pVZOQNuSKXYk+RXnbIQlxR2Q1fDvnGKy/rzTEV3KGI0nP09o2pTQDOA1ZWPC0NgNmaqPrpkgqBbYA9kkpPZ9SqrYqelp9gSNSSmOA/wO8rZdjPALplMY1aI0GLtf4j1eexVzkPIMsNq4bwKSUdtXyFwF9cs6zlTeROgmXvBW0+jrX0RpDq/9nIItSXpkzUkrf1PiHI1fPrNZxwKvqPUjS3dFwGr035bneN8Tew3ujNRrHe6PleT9U2/tcZHD4GjLoqRLvJGCrkqM5wav3Oxmt1RUnpdQX6WhmN2gdgrSxfZBOyYtrX2QRZTaSW3ZytPoDR6v3VyATgJsMZwiySP50SunXSEdpy1sXO9J5TG7w4S7g+JTSK0hHdF9D7DmlVE3SNtdj+bK+B5JDu5D8Vfk5uPh8Bc/3C43WOk7h+56GU/Gs7591tKzvtjwc32c1xLU58NGU0tPIbopzGuKagfj+O2Sg4sX1C+A+9X4YsgBecuYjbayP/v9h6sHb/SmlsSmlz6jWxkW+aXc4Lb4qXmnQsrm+u0HL5vo2R8vmessBP994cdl807eXYyzzjRfXaFrzTaejVeabM5AB6/kppWdTSteklDZz/FqjP9dVPGQsUnIOQNrndY5W6ekDjtYw42lu0LKerrU8jct6mhviKj2d03CMpafvQSa5Vqux/0TGRzfr/039Z8Upz3WFcuxSajWNXaxW09il1Goau5RaTf1nydkNaEspjUkp/R45D73FfgQyydjEcNDfu2vs30FuJ/O05lAvQvWnvhVrNjJhGovcklHm8L7I2LTkrTKediAT9HUcHbtWY/K+yO6TscjuJcspc/i9yC1stjybw73ybA6fannqYZnD34HcUujGTp3DJzhxLaQ1hw9FVfRQpQAAFjhJREFUFpJLzm30zOEZODiltFVKqT+yY38XWnP4c8iiVcnZidY68TIymdyzF84ZyGLHHkZrN1rHi9sDGzvl2fFiO7C/E/tS4PMppeeRxYS3OFq2zi9oikvLqur8UEfL1vlbHK1daK3zbeoXwHaF15sU56cPMlbakeb5Ux+kbYDMDf/kcAYBa3Uc+mmkT99G36t4g5C8fEpKaZK+9qrhgCwaJOTWXpCFhkGGt71qHZZSGocsRO7kaO2L1L8HU0pjlefGlXPuVi/7U49JSq279fcMZKGuy9Gq4vpg4dcAel7A6odc0KzG7R36WonKryoWb64KrX3Hu5RvN51AvQNuPHL7rp0fV+X9C7LjcCnFPK5A9dpTWq93aIirDViVUvotkpd2djhl/B9FLtp68/aNkLYxG9kt1k3PxaaX0UW2lNIw5CK/F1fZFprWCXoU/neNlNLmyNay/5dzXupxcs5rc84HIlvDh6eU9jeUAcD8nPPY11Hk4Tnng5ATekZKaaR5PyEn8Oqc89uQivmphtj7IR2ut0hTxXUqMpj8A9LRfMJwOpF7nu9Hdpt0apnrha4qew3uz0JK6WKk8bY3UMbmnHdCtlC+x3m/L3Il9pL1FPUYsgp+IOL/CQ28hExqD0U6nCYeyErxzb28vy/wxSL+ox3OrcAITdQDUP+1bt6B7DpZ5XwuO7xOh9fCKeu5et+Nrux7ZeacL9b4Hwfeajjdeky/M0X2M+W53jvl9fC+KXaM945WD+8dLc/7rO19KHIlykumlBwnJ1R4zWiVi6BXIR3glAatu5BOZiJym4WNawf9fWVTear1ONK5vV29fYv+X3L6IIvRhyCd0Qec8srYP4ZMGLJT3kjkqtNQ5MrZCY7WYORK0RUppSeRwc7a9eTQY5A8MbMXDsiAaEkvWlchg/a5DZzS92OB5YbXn1bfU0N51vcjGnhtwGr1fhZyW0hT7FWd38uJC+Sq/knq/Qxgm5KjOft+4DT1fRmSR76m/dKJyJX+YU7ZnSXH6bsqfN9o7Vu9UeT6Wxu0bK6/w4nL5vprHC0v33hx2XyTkVslvGMs842Na1965ptlTlw23yTgce3rVyBXTS3akAH31QXvA8bTrHpXO1qlp4c5Wsc5ng5xtKyn70Jyo42r9PQB/duLq/S06RhLT3+DTOysVlP/WY2PfuF4CrLYvT5O5bHLK8cuDZweYxfDc8cujpZXn9sMpw2ZcB2K5J3Pr8eHjyGLBh7neOAJjf2LyC3OHu9O4Cz1vj8yZxiG5M/N8MdOCVkAKHl7GU4/JG+u45ix61XIxaLtkN1JllPm8LdR365dlbc3PftOrzybw99mecgtKGUOH4e0jabYqzq/iRPXQbTm8OeRfqPknEbPHL4WuQ21Gsc/R+vFCpAFyjWGY8f6HcgC2Gc8TjFevA/ZadijvGK8+Ciy+FNyNqbneHEBcuuY1RqDXGg/UGNf6sRu6/yoprgK7x91OGvpWedPadC6E3ksyn8hdfl1zZcsXs/8yeOklI5CFptWN/FyznflnPdBLhpu53DORPpzW0csby3yiJYDkLrzdofThvjwXsTDfvrTdIynIHVorcM5jPrOjgORceFGDq8LGJjkAuaHkLrxV0dKaThyy9/KJk7OeTji04U0L0hdkWXnbxPmA2u0nzsfyVNN6zGHIznhcKQ/GeiRUkrvQHYJ/6khLpBzsgOSbzam507vnyPn7mlk993YXrSA179O8Pe62DQT2QHQF5l4Vg9AdHnF/9sjVxlsB7oWODGl1IEMWPsjJ6KHVs55ZpJtapsjW+RGGN5UYFFu3T21a0NcJyLJcFt6TsBmIg1/as55HjIovAPpyCzvjznng5FOoLrqVKKb2oc5yOr+zCRbQb2FLuvb0Ib4dkopfQq55/9uh2O1qsGy5a1FBqHj9BxsiWyd3cbwXkSeHfMaMqEe1hDXa8Cd2ki6kCQ72OHtjKyu39rLMe6FdE4gE0kbE0gn9pCeg5uRrbmvIufr5znnO1WrWz0HGYQvK+pwySu939bRqmJ7B+L9aRr/7PVoTdFjLjm7I8ntPPV+KDLIPc2U53nvHaPn/d1O7NZ7L3bPe+uD5/1MgCy3aDyMdNbVNnaQq6ULDOcEx6+hjtb2SL3/V41nvMNZp5VzXovklIMd3gCkY5is3vdB847Rekm1OpHFn52QK+klZz6yGwxkoD6kl9i3RvLWCodzIlLnqi3GtyJ1xPIGIoOdI3LOI5BBRb8ihx6NbB3uR3215ij9/ysVJ6V0o+P7HsBBRutU4/tqYO+SU2oVvg+3PGTAWvreBhzraFnfhzTEtZK6nm4JDGiIa0/1/V5k8dHGdRrSxqq+Y2Nk55nVGgvcoL4/grSx8Xp+5iLnf0ugs8g3e6H1o+CMcLwfikzwSt629Mz17evRqnK95W1Dz1x/ekppe6Pl5RsvLptvupDnLNm4bL6xcW1Lz3wz2DnGMt/coOU/rp+5HZlsWk83RhYpxxS8IcbTexyO1fo5Up8tb2vjabVLaJrRsp5uDyx04io9rR50OsWJq/S06RhLTyern/YYm3L4icAzOec5NPSfhgPNOdxqeWOX3rTKsUvJaxq7fMxoefV5G8OZhUwmcpbb6NuQ53N4sfdR76c1xF49hwVkYWmPBh82zTkfp973AVbknOflnNfoeXsXkturHD4UfW6c4W1hfN8X6DCcd2qZ79djfxhpr+0Op8zhhwKvGK2D6dl37uaUZ3P4MCeurWnN4QOBvg2xlzl8hBPXNvTM4X0cLS+H/yznfHDOeST1Q5NtDl9gOO30rPNzgX9xOHa8+KDRmkjP8WJ/w5mAP158yIl9cJYL/a+hO+Kc2L06/7gXl6nzNvZ2/DpveZPROk+9aFLt4JhTeF3dAo3+rtpP0/ypW70AyUv7O5xFSD29Bhk3LEJvwS54i5CdXtVYdT6wUUppa6M1DBnTdiA74/ohC5ml1qvqebUosghZoLdaVT/RmXOeT/1FOk1xjUIu9tnYQXaPAbTlnCerzsqGuE7PcgHzenSHD63oQsZSlRe70vNxM4uod3aDP48D6TsOQvrxL1LvFvN4Q3LOE7WsJU55GwGXqfdnIvnDXtCei5y3PlkuFr7qaIHU16fU9y2RfD/AiwtZoLy5l3k7SNtZg3iy3NGaq1qH5JxP1dhn0BPr2sJ6yquR1/NQp/+pP0jFanpA+HuRW9l+inRGT/bCexBJjtWDxB8FTja8s5H7ogH+Df8B4WcjSWIA0tjuQK5WneCUuRC58nIoUvEvb4j/FuQB3z3iV85jSHI/EnnQ+A3AOU5c1xd/L6V4ILn62EH9gPAbgRm5fvDXZdZrZJA9lfohm1P1tXU8JGnORjrzHZCrQcMdrX2QTmsYsmNlseUV5Q3SnzVIcrda+xa8i5DG5MU1D3noYj+ko5rtaFXxj1Fej/iV06Xnux+yBXGCo7VX4dEtWv4twHdNeYuRVfV+Wva1SB3+ruP9IPV/ptVS3kka28FF/L9yyqxuwexH/fBvq1WWOV19vdpwPO+9Y7Ter3TK87z3YrfeL3a0rPfzgV31vU2R9l49IPUc6gdMXmY4J+v5H0f9oOoOZMBU8kbpMVa3rk1zyjtFz0vl15VIu7S8s7S86uGlrznlnYy0/4p3E9JptRnOdzWuQfp/p1PeKI3pfGRS58V+svozQ7XOQRalvNgnaEx7IwOFY5XzblofED6X+ttK5uu5KjnW9ynIYGWdln6m9H1q4VXFSY7vSxxeVV7pe5sTe+n7T5D658W1GBlwD0Lq9TOO1mA99puV58W/DTL4OEQ585DbRKzWERrXAGS37mxgS31vM6Tf+DCtD5ddiLbpgnMCPXN9B7Cz4Z1Ea64fD7zd0fJyveV9mJ65/gBHy8s3XlxlvpmEDOqS0bL5xou/yqdVvpkCTHTisvmmCxihvEuRh+/20c+XDwgfC+xd8L5Dz/7Tci5v8NTyrnQ8fcrR8jx93InL5vAuR8vL4d4x2hy+wtHy+s/q79PX03+u46xn7GK1vLGL1Woau5RaTWMXq+V5f6fhnIVMZoZpOV1OeVXd+iSySNEUe/XNRMOonwXnxT5NYxqs52Y2crE1oeNNZFFwjmr9iPqbsEreN6lz5Sta9gRH61xkIj8E2XXahUzUSo7N4cuRtt1UXpXDvfJsDl/m8L5Caw6vJtxWy+bwWU5cX6E1hy9C+n6rZXP4LGB7PS87q+6u9MzhPzacgfSs89P0tZLjjRePMFpb0XO8OLqX8qrx4jRgLyf26dTtYgHybDCr5dV5Ly5b5y1nIH6dt7xdqev8AXquzlHO5dQPRb5IvT+c+gHhw+ll/oTM0a5Bbh1+UT2/gHqs+U4t7xL9/zngl47WMuoHS79IfcdAqbWrHt+hyGLNHOA6R2uVcpKez+WO1jHIAsTHkXq6Cv1GdqO1BHkA/UJkQ0NL7Pr3jUj7HoVc5O1CnkHrxXW4xjIe2Sk3mvrB2LvS+oDwYXoO2ml94HUV19XITvsfIHXKai1ActsHizhGG63DkfZ9AfVtoFc6WkuK8/M0shZgtcoHie+G5NYvNcQ1U32/CBl/Pe8c4zzV282LXzkrqL8192t6LE8Zrf5IvzMK2ak7C/8B4WVbWHd+e/t5wxeN/pIfJJnPpv6mmk8jD5/9nL6f1LCslfZFpOGe5PBuof4qwMnUDf3fgPfp35sgK+GTkYT1UAPnPuqvTmwHLtb3bJm3Ig1ulVaIQQ7nh0jimVBUGMv5PvXXMU5GHqK7sRPXPOoV5E8UWk8VPi5HBgkvIEnxJWQh7g7ldGtl/TSy/X2h+tuNJIObkYRWXaX4tFbUNdRf7fhSUd4q5dxB/TXqK5DB4s3UV0wrrTOov8pzfkNcP1N+pXVeQ1zvo/6ay1lIImuJSz16QD/7MvINWZ7Wl6i/cnUGsh3XxvUFZJLThXSc31LvXtA4qrr5UeqvsZ2MXGXM6tuCgncl9VezLtffzyMd2lLlTNbzXsU2oaHMP1B/rWxHofWilnmSelH53+1xHO+/11Be6f18L3bH+x81aJXez2mIy3r/NeR5Cy8gnfYlxfGtQurAS1rG88hAohpQnYsk9Kre/0G1XkLaQ6W1ltZ6P1u1JiMTro2QAWTl1zLg/6pWB9IOK62L1YMX9VifdeJ6SI+x0ppSlqecgcggrMp132+IvfJhVuGV1fpAEfsq5PYPL/ZHqXeT/LDI35+l/saW3TTeLqQun1kM5tobfP+Nvn4IcgX5Hsf36UUcn9X/Pd//STnvQwb69zi+rypiL+MqfV8CfKAhrrOpv+J2MvXiyTof9P9J6vtk6gmf1bqSur1OQq7W27gu1/PQpb9P13PfjrSBql86hzrftCNtcJwe99PFuS5z/STlTFD/Kq0y189F2vY49e9F5dhc/4OGuMpcv7AhLptvvtEQV5lvqnzSEpeTb77ToFXmm1kat43L5ptLkAHnC/r6IPW06t+6kTZ4oGotRRZgq8lqmUd+4Wh5/eeByllYaNn+893UX5ndoRyv//Tisv3nmTauhv7T07L958ecuKynpyMLfAuB+4tzaPvPoUg/cCT1t8l5YxdPy3p/jWrtTT058rzfDJkA3VBoWe93duKy3n/ZKa8fknOq9n9tQ+wnUe8suFg5Vutw9bhT/f9+Q+w3Uefwe5GFjUn6MxMZb+6GtKcqh1+ivFeQXFCNS++hHj8sQHbtT6L+hrGN9f25xTFOdDg9cnhDeS05vIh9GtKnbYyTw5XXob5WWjaH/8DG5eXwBi2bw7/nxGVz+IlIfzpFvTvGyeETkMXhF5DcdF9DnV+hnAnAGOXY8eIYLa8daa9VeeV4caLyWsozdX6NxujF/lih9Syy+G7j8uq8F5et8486Wl6d9+K6CX3cAq1j/eFI+63mRn+grs9Vv2fnT4up5xbVs4PW6udeVs4DSD5cWZS5Bsl1D6nWfKT9zS501uh5faYor5qLVXOQak7zIDLPeQlpM3cUWll5c6hzbxmX5Y1viGuNlrkauTj8kKNVzZ+q+McWvDKuytdu6m+Hrfrw1dTPAFxG/czDzoIzr4g9F75W71dj1/nO8a0q9Obo+f+tnsvy/Ewt4qq4lQ9d+v90pF7auBYZrRdoHVPPL7Sqn1V6vDauyq/XqJ85ObNBa22hZePagfqba1ch9fFe6tx2DfVaxFbU9elB9MJobz9JPxgIBAKBQCAQCAQCgUAgEAj8t/H3+symQCAQCAQCgUAgEAgEAoHAG4BYbAoEAoFAIBAIBAKBQCAQCGwwxGJTIBAIBAKBQCAQCAQCgUBggyEWmwKBQCAQCAQCgUAgEAgEAhsMsdgUCAQCgUAgEAgEAoFAIBDYYIjFpkAgEAgEAm9qpJQuTilNSCk9n1J6LqX0jl64l6aUvvRGxpVSOi+l1P9vEUMgEAgEAoHAX4I+b3QAgUAgEAgEAm8UUkqHAScDB+WcO1NKWwP93uCw1hfXecCNwMo3Kr5AIBAIBAKB3hA7mwKBQCAQCLyZMQSYn3PuBMg5z885z0opdegCDymlQ1JKo4vPHJBSejyl9FJK6UzlfD+l9D79+66U0k/07zNSSt/Uv3+ZUhqru5U+U7z/3Uo4pXRmSumKXuI6F9gBeDil9LB+5uqU0tOq+/W/oleBQCAQCAQCrwux2BQIBAKBQODNjPuBnVJK7Smlq1JKR76Oz7wVOBo4DLgkpbQD8ChwhL6/I7Cf/n0E8Ij+fUbO+WDgEODclNJWwG3AKSmlvso5HfhJU1w55/8AZgFH5ZyP0s9cnHM+ROM6MqX01r/Ah0AgEAgEAoENhlhsCgQCgUAg8KZFznk5cDDwGWAecGtK6VPr+divcs6rcs7zgYeBEehiU0ppP+AFYE5KaQiyIPWYfu7clNI44AlgJ2BPLf8h4OSU0j5A35zz+D8zro+klJ4BngWGUy90BQKBQCAQCLwhiGc2BQKBQCAQeFMj57wWGA2MTimNBz4JdFNflNvEfqSnRJ6ZUhoInIDsZBoMfARYnnNellJ6N3AscFjOeaXellfpXgNcBEwCrltPXNeXBaeUhgFfAt6ec16UUrreiTcQCAQCgUDgb4rY2RQIBAKBQOBNi5TS3imlPYuXDgSmAR3IziKAD5mPnZpS2kRvg3s38JS+/gTy8O5HkJ1OX9LfAFsCi3ShaR/g0Eos5zwG2en0ceDm9cQFsAwYoH9vAawAlqSUtgNO/HOOPxAIBAKBQOCvgdjZFAgEAoFA4M2MzYErdVdSNzAZuXVtX+DalNI3kN1FJZ5Hbp/bGvhGznmWvv4ocFzOeXJKaRqyu6labPoN8LmU0kTgRWRhqsRtwIE550XriQvgR8BvUkqzcs5HpZSeRXZFzQD++JdbEQgEAoFAILBhkHK2O8EDgUAgEAgEAn9LpJTuAa7IOf/ujY4lEAgEAoFA4L+LuI0uEAgEAoFA4A1CSmlgSqkdWBULTYFAIBAIBP5eEDubAoFAIBAIBAKBQCAQCAQCGwyxsykQCAQCgUAgEAgEAoFAILDBEItNgUAgEAgEAoFAIBAIBAKBDYZYbAoEAoFAIBAIBAKBQCAQCGwwxGJTIBAIBAKBQCAQCAQCgUBggyEWmwKBQCAQCAQCgUAgEAgEAhsM/x/KFdxYAb5eQwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(train_df.loc[:,['SubwaySta','Rental']].groupby(['SubwaySta']).agg(['mean','std']).sort_values(by=('Rental','mean'),ascending=False).head(10))\n",
    "\n",
    "plt.clf()\n",
    "plt.figure(figsize=(20,5))\n",
    "sns.boxplot(x='SubwaySta',y='Rental',data=train_df)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.clf()\n",
    "plt.figure(figsize=(20,5))\n",
    "plt.scatter(x=train_df.loc[:,'SubwayDis'],y=train_df.loc[:,'Rental'],alpha=0.3)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "在EDA_distribution中注意到：SubwayLine、SubwaySta、SubwayDis的缺失数目相等，容易想到缺失的样本肯定是不在地铁线附近的房子。验证一下："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "nonnull=len(train_df[~(train_df.loc[:,'SubwayLine'].isnull()) |\n",
    "                     ~(train_df.loc[:,'SubwayLine'].isnull()) |\n",
    "                     ~(train_df.loc[:,'SubwayLine'].isnull())])\n",
    "assert nonnull==91778\n",
    "\n",
    "nonnull=len(test_df[~(test_df.loc[:,'SubwayLine'].isnull()) |\n",
    "                     ~(test_df.loc[:,'SubwayLine'].isnull()) |\n",
    "                     ~(test_df.loc[:,'SubwayLine'].isnull())])\n",
    "assert nonnull==26494"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "由此启发可以尝试做是否近地铁的特征。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 装修状况"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "             Rental          \n",
      "               mean       std\n",
      "RemodCond                    \n",
      "6.0        9.162428  6.486942\n",
      "2.0        6.232687  4.433989\n",
      "1.0        6.055995  6.829393\n",
      "3.0        4.193866  0.461419\n",
      "5.0        4.063384  0.514349\n",
      "4.0        3.141606  0.557652\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(train_df.loc[:,['RemodCond','Rental']].groupby(['RemodCond']).agg(['mean','std']).sort_values(by=('Rental','mean'),ascending=False))\n",
    "\n",
    "plt.clf()\n",
    "sns.boxplot(x='RemodCond',y='Rental',data=train_df)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  }
 },
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